{"date": "2026-06-29", "hardware": "cuda", "model_id": "ai-forever/FRIDA", "model_name": "FRIDA", "notes": "", "organization": "ai-forever", "runtime_seconds": 13498.19, "scores": {"average": {"MAP@1": 0.27432, "MAP@10": 0.39006, "MAP@100": 0.41748, "MAP@3": 0.34968, "MAP@5": 0.37067, "MRR@1": 0.48267, "MRR@10": 0.57473, "MRR@100": 0.58006, "MRR@3": 0.55471, "MRR@5": 0.56722, "NDCG@1": 0.47247, "NDCG@10": 0.50937, "NDCG@100": 0.53926, "NDCG@3": 0.49581, "NDCG@5": 0.50093, "P@1": 0.4796, "P@10": 0.17299, "P@100": 0.05181, "P@3": 0.30853, "P@5": 0.24377, "Recall@1": 0.27432, "Recall@10": 0.51968, "Recall@100": 0.68768, "Recall@3": 0.4052, "Recall@5": 0.45669}, "datasets": {"legal_search_2004": {"MAP@1": 0.06236, "MAP@10": 0.18021, "MAP@100": 0.26638, "MAP@3": 0.11886, "MAP@5": 0.13987, "MRR@1": 0.56044, "MRR@10": 0.61814, "MRR@100": 0.62137, "MRR@3": 0.6044, "MRR@5": 0.61154, "NDCG@1": 0.56044, "NDCG@10": 0.41999, "NDCG@100": 0.42871, "NDCG@3": 0.48306, "NDCG@5": 0.44823, "P@1": 0.56044, "P@10": 0.31868, "P@100": 0.10462, "P@3": 0.44322, "P@5": 0.38242, "Recall@1": 0.06236, "Recall@10": 0.23347, "Recall@100": 0.48891, "Recall@3": 0.13212, "Recall@5": 0.16104}, "legal_search_2007": {"MAP@1": 0.03249, "MAP@10": 0.12461, "MAP@100": 0.24953, "MAP@3": 0.06057, "MAP@5": 0.08523, "MRR@1": 0.54, "MRR@10": 0.60233, "MRR@100": 0.60747, "MRR@3": 0.57667, "MRR@5": 0.59567, "NDCG@1": 0.54, "NDCG@10": 0.45965, "NDCG@100": 0.4082, "NDCG@3": 0.50634, "NDCG@5": 0.50143, "P@1": 0.54, "P@10": 0.418, "P@100": 0.1562, "P@3": 0.49333, "P@5": 0.484, "Recall@1": 0.03249, "Recall@10": 0.14288, "Recall@100": 0.42197, "Recall@3": 0.06312, "Recall@5": 0.09451}, "ria-news": {"MAP@1": 0.7325, "MAP@10": 0.80041, "MAP@100": 0.80245, "MAP@3": 0.78945, "MAP@5": 0.79677, "MRR@1": 0.7325, "MRR@10": 0.80041, "MRR@100": 0.80245, "MRR@3": 0.78945, "MRR@5": 0.79677, "NDCG@1": 0.7325, "NDCG@10": 0.8289, "NDCG@100": 0.83867, "NDCG@3": 0.8071, "NDCG@5": 0.82023, "P@1": 0.7325, "P@10": 0.09161, "P@100": 0.00962, "P@3": 0.28597, "P@5": 0.17792, "Recall@1": 0.7325, "Recall@10": 0.9161, "Recall@100": 0.9615, "Recall@3": 0.8579, "Recall@5": 0.8896}, "ru-facts": {"MAP@1": 0.84516, "MAP@10": 0.91785, "MAP@100": 0.91785, "MAP@3": 0.91693, "MAP@5": 0.91757, "MRR@1": 0.84382, "MRR@10": 0.91718, "MRR@100": 0.91718, "MRR@3": 0.91626, "MRR@5": 0.9169, "NDCG@1": 0.84516, "NDCG@10": 0.93909, "NDCG@100": 0.93909, "NDCG@3": 0.93735, "NDCG@5": 0.93848, "P@1": 0.84516, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33185, "P@5": 0.19964, "Recall@1": 0.84516, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99554, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.47602, "MAP@10": 0.66127, "MAP@100": 0.67023, "MAP@3": 0.61778, "MAP@5": 0.64479, "MRR@1": 0.67376, "MRR@10": 0.76052, "MRR@100": 0.76307, "MRR@3": 0.74567, "MRR@5": 0.75616, "NDCG@1": 0.67376, "NDCG@10": 0.72945, "NDCG@100": 0.75838, "NDCG@3": 0.67521, "NDCG@5": 0.70394, "P@1": 0.67376, "P@10": 0.13517, "P@100": 0.01572, "P@3": 0.35737, "P@5": 0.24243, "Recall@1": 0.47602, "Recall@10": 0.82803, "Recall@100": 0.94167, "Recall@3": 0.69495, "Recall@5": 0.76531}, "rus-arguana": {"MAP@1": 0.18848, "MAP@10": 0.33784, "MAP@100": 0.34999, "MAP@3": 0.28651, "MAP@5": 0.3151, "MRR@1": 0.18919, "MRR@10": 0.33811, "MRR@100": 0.35032, "MRR@3": 0.28675, "MRR@5": 0.31559, "NDCG@1": 0.18848, "NDCG@10": 0.42651, "NDCG@100": 0.48014, "NDCG@3": 0.31969, "NDCG@5": 0.37108, "P@1": 0.18848, "P@10": 0.07127, "P@100": 0.00951, "P@3": 0.13869, "P@5": 0.10811, "Recall@1": 0.18848, "Recall@10": 0.71266, "Recall@100": 0.95092, "Recall@3": 0.41607, "Recall@5": 0.54054}, "rus-cqadupstack": {"MAP@1": 0.17639, "MAP@10": 0.24055, "MAP@100": 0.24993, "MAP@3": 0.21969, "MAP@5": 0.23133, "MRR@1": 0.21088, "MRR@10": 0.27595, "MRR@100": 0.28381, "MRR@3": 0.25588, "MRR@5": 0.26752, "NDCG@1": 0.21095, "NDCG@10": 0.282, "NDCG@100": 0.32647, "NDCG@3": 0.24479, "NDCG@5": 0.26249, "P@1": 0.21095, "P@10": 0.05019, "P@100": 0.00848, "P@3": 0.11338, "P@5": 0.08173, "Recall@1": 0.17639, "Recall@10": 0.37154, "Recall@100": 0.57118, "Recall@3": 0.26695, "Recall@5": 0.31244}, "rus-fiqa": {"MAP@1": 0.19316, "MAP@10": 0.29016, "MAP@100": 0.30533, "MAP@3": 0.25425, "MAP@5": 0.27483, "MRR@1": 0.354, "MRR@10": 0.43696, "MRR@100": 0.44321, "MRR@3": 0.41333, "MRR@5": 0.42843, "NDCG@1": 0.354, "NDCG@10": 0.36114, "NDCG@100": 0.41688, "NDCG@3": 0.32516, "NDCG@5": 0.33899, "P@1": 0.354, "P@10": 0.0952, "P@100": 0.01552, "P@3": 0.202, "P@5": 0.1512, "Recall@1": 0.19316, "Recall@10": 0.42301, "Recall@100": 0.63416, "Recall@3": 0.29504, "Recall@5": 0.35591}, "rus-miracl": {"MAP@1": 0.37382, "MAP@10": 0.62627, "MAP@100": 0.64966, "MAP@3": 0.55262, "MAP@5": 0.5942, "MRR@1": 0.72204, "MRR@10": 0.81204, "MRR@100": 0.81363, "MRR@3": 0.80005, "MRR@5": 0.80736, "NDCG@1": 0.72204, "NDCG@10": 0.71881, "NDCG@100": 0.77069, "NDCG@3": 0.68557, "NDCG@5": 0.69012, "P@1": 0.72204, "P@10": 0.2, "P@100": 0.02631, "P@3": 0.46113, "P@5": 0.33243, "Recall@1": 0.37382, "Recall@10": 0.78488, "Recall@100": 0.94423, "Recall@3": 0.61743, "Recall@5": 0.69545}, "rus-mmarco": {"MAP@1": 0.17647, "MAP@10": 0.27728, "MAP@100": 0.28781, "MAP@3": 0.24289, "MAP@5": 0.26248, "MRR@1": 0.18223, "MRR@10": 0.28271, "MRR@100": 0.29293, "MRR@3": 0.24859, "MRR@5": 0.26823, "NDCG@1": 0.18238, "NDCG@10": 0.33609, "NDCG@100": 0.38956, "NDCG@3": 0.26571, "NDCG@5": 0.30079, "P@1": 0.18238, "P@10": 0.05415, "P@100": 0.00813, "P@3": 0.11309, "P@5": 0.08564, "Recall@1": 0.17647, "Recall@10": 0.51775, "Recall@100": 0.77085, "Recall@3": 0.32605, "Recall@5": 0.41009}, "rus-nfcorpus": {"MAP@1": 0.04805, "MAP@10": 0.10481, "MAP@100": 0.13022, "MAP@3": 0.07873, "MAP@5": 0.09091, "MRR@1": 0.40557, "MRR@10": 0.48497, "MRR@100": 0.4925, "MRR@3": 0.46749, "MRR@5": 0.47663, "NDCG@1": 0.39164, "NDCG@10": 0.29514, "NDCG@100": 0.2671, "NDCG@3": 0.35525, "NDCG@5": 0.32998, "P@1": 0.40557, "P@10": 0.21641, "P@100": 0.06706, "P@3": 0.3323, "P@5": 0.28545, "Recall@1": 0.04805, "Recall@10": 0.13951, "Recall@100": 0.26881, "Recall@3": 0.09045, "Recall@5": 0.11085}, "rus-quora": {"MAP@1": 0.55973, "MAP@10": 0.69816, "MAP@100": 0.70614, "MAP@3": 0.66536, "MAP@5": 0.68523, "MRR@1": 0.6454, "MRR@10": 0.73394, "MRR@100": 0.73746, "MRR@3": 0.71593, "MRR@5": 0.72738, "NDCG@1": 0.6444, "NDCG@10": 0.74949, "NDCG@100": 0.77508, "NDCG@3": 0.7061, "NDCG@5": 0.7286, "P@1": 0.6444, "P@10": 0.11716, "P@100": 0.01407, "P@3": 0.31193, "P@5": 0.20924, "Recall@1": 0.55973, "Recall@10": 0.86129, "Recall@100": 0.9627, "Recall@3": 0.74168, "Recall@5": 0.80121}, "rus-scidocs": {"MAP@1": 0.03133, "MAP@10": 0.07528, "MAP@100": 0.0887, "MAP@3": 0.05558, "MAP@5": 0.06557, "MRR@1": 0.153, "MRR@10": 0.23524, "MRR@100": 0.24714, "MRR@3": 0.21083, "MRR@5": 0.22408, "NDCG@1": 0.153, "NDCG@10": 0.13056, "NDCG@100": 0.19016, "NDCG@3": 0.1264, "NDCG@5": 0.10988, "P@1": 0.153, "P@10": 0.0665, "P@100": 0.01526, "P@3": 0.118, "P@5": 0.0958, "Recall@1": 0.03133, "Recall@10": 0.13542, "Recall@100": 0.31013, "Recall@3": 0.07198, "Recall@5": 0.09738}, "rus-scifact": {"MAP@1": 0.49578, "MAP@10": 0.59188, "MAP@100": 0.59702, "MAP@3": 0.56247, "MAP@5": 0.5792, "MRR@1": 0.52667, "MRR@10": 0.60705, "MRR@100": 0.61139, "MRR@3": 0.585, "MRR@5": 0.598, "NDCG@1": 0.52667, "NDCG@10": 0.63887, "NDCG@100": 0.66343, "NDCG@3": 0.58854, "NDCG@5": 0.61215, "P@1": 0.52667, "P@10": 0.08767, "P@100": 0.0101, "P@3": 0.23, "P@5": 0.15533, "Recall@1": 0.49578, "Recall@10": 0.76922, "Recall@100": 0.88333, "Recall@3": 0.63394, "Recall@5": 0.69122}, "rus-touche": {"MAP@1": 0.02898, "MAP@10": 0.11393, "MAP@100": 0.16892, "MAP@3": 0.06619, "MAP@5": 0.08874, "MRR@1": 0.42857, "MRR@10": 0.5915, "MRR@100": 0.59738, "MRR@3": 0.56463, "MRR@5": 0.5881, "NDCG@1": 0.39796, "NDCG@10": 0.29841, "NDCG@100": 0.38983, "NDCG@3": 0.3908, "NDCG@5": 0.35041, "P@1": 0.42857, "P@10": 0.25102, "P@100": 0.07633, "P@3": 0.40816, "P@5": 0.34694, "Recall@1": 0.02898, "Recall@10": 0.16834, "Recall@100": 0.45841, "Recall@3": 0.08159, "Recall@5": 0.11615}, "rus-trec-covid": {"MAP@1": 0.0026, "MAP@10": 0.02129, "MAP@100": 0.11716, "MAP@3": 0.0071, "MAP@5": 0.01144, "MRR@1": 0.98, "MRR@10": 0.99, "MRR@100": 0.99, "MRR@3": 0.99, "MRR@5": 0.99, "NDCG@1": 0.89, "NDCG@10": 0.82541, "NDCG@100": 0.61058, "NDCG@3": 0.86581, "NDCG@5": 0.84873, "P@1": 0.98, "P@10": 0.872, "P@100": 0.623, "P@3": 0.93333, "P@5": 0.908, "Recall@1": 0.0026, "Recall@10": 0.02249, "Recall@100": 0.14558, "Recall@3": 0.00724, "Recall@5": 0.0118}, "rus-tydiqa": {"MAP@1": 0.37794, "MAP@10": 0.53043, "MAP@100": 0.53874, "MAP@3": 0.49479, "MAP@5": 0.51989, "MRR@1": 0.40534, "MRR@10": 0.55096, "MRR@100": 0.55736, "MRR@3": 0.52352, "MRR@5": 0.54297, "NDCG@1": 0.40878, "NDCG@10": 0.60048, "NDCG@100": 0.63533, "NDCG@3": 0.53661, "NDCG@5": 0.57779, "P@1": 0.40878, "P@10": 0.08993, "P@100": 0.01084, "P@3": 0.23264, "P@5": 0.16317, "Recall@1": 0.37794, "Recall@10": 0.78772, "Recall@100": 0.94005, "Recall@3": 0.62808, "Recall@5": 0.72189}, "rus-xquad": {"MAP@1": 0.87311, "MAP@10": 0.91918, "MAP@100": 0.91968, "MAP@3": 0.91401, "MAP@5": 0.91838, "MRR@1": 0.87311, "MRR@10": 0.91918, "MRR@100": 0.91968, "MRR@3": 0.91401, "MRR@5": 0.91838, "NDCG@1": 0.87311, "NDCG@10": 0.93589, "NDCG@100": 0.93839, "NDCG@3": 0.92605, "NDCG@5": 0.93397, "P@1": 0.87311, "P@10": 0.09857, "P@100": 0.00997, "P@3": 0.32017, "P@5": 0.19597, "Recall@1": 0.87311, "Recall@10": 0.98571, "Recall@100": 0.99748, "Recall@3": 0.9605, "Recall@5": 0.97983}, "rus-xquad-sentences": {"MAP@1": 0.75672, "MAP@10": 0.83664, "MAP@100": 0.83772, "MAP@3": 0.82437, "MAP@5": 0.83294, "MRR@1": 0.75714, "MRR@10": 0.83685, "MRR@100": 0.83793, "MRR@3": 0.82479, "MRR@5": 0.83315, "NDCG@1": 0.75714, "NDCG@10": 0.86918, "NDCG@100": 0.87428, "NDCG@3": 0.84518, "NDCG@5": 0.86038, "P@1": 0.75714, "P@10": 0.09689, "P@100": 0.00992, "P@3": 0.30168, "P@5": 0.1884, "Recall@1": 0.75672, "Recall@10": 0.96807, "Recall@100": 0.9916, "Recall@3": 0.90462, "Recall@5": 0.94118}, "ruscibench-retrieval": {"MAP@1": 0.23116, "MAP@10": 0.40892, "MAP@100": 0.45062, "MAP@3": 0.32664, "MAP@5": 0.36689, "MRR@1": 0.65797, "MRR@10": 0.74588, "MRR@100": 0.74986, "MRR@3": 0.73092, "MRR@5": 0.74295, "NDCG@1": 0.65797, "NDCG@10": 0.5317, "NDCG@100": 0.63058, "NDCG@3": 0.54144, "NDCG@5": 0.51514, "P@1": 0.65797, "P@10": 0.22, "P@100": 0.03658, "P@3": 0.41739, "P@5": 0.32754, "Recall@1": 0.23116, "Recall@10": 0.53914, "Recall@100": 0.82, "Recall@3": 0.36084, "Recall@5": 0.43754}, "sberquad-retrieval": {"MAP@1": 0.3191, "MAP@10": 0.55586, "MAP@100": 0.55933, "MAP@3": 0.53604, "MAP@5": 0.54888, "MRR@1": 0.41044, "MRR@10": 0.60373, "MRR@100": 0.60719, "MRR@3": 0.58499, "MRR@5": 0.59705, "NDCG@1": 0.3191, "NDCG@10": 0.6368, "NDCG@100": 0.6542, "NDCG@3": 0.5972, "NDCG@5": 0.62013, "P@1": 0.3191, "P@10": 0.08775, "P@100": 0.0096, "P@3": 0.25708, "P@5": 0.16529, "Recall@1": 0.3191, "Recall@10": 0.87748, "Recall@100": 0.96009, "Recall@3": 0.77125, "Recall@5": 0.82645}, "wikifacts-articles": {"MAP@1": 0.38798, "MAP@10": 0.53806, "MAP@100": 0.54768, "MAP@3": 0.5002, "MAP@5": 0.52387, "MRR@1": 0.51715, "MRR@10": 0.62448, "MRR@100": 0.62937, "MRR@3": 0.60563, "MRR@5": 0.61717, "NDCG@1": 0.50703, "NDCG@10": 0.60546, "NDCG@100": 0.64239, "NDCG@3": 0.55006, "NDCG@5": 0.57968, "P@1": 0.51715, "P@10": 0.10836, "P@100": 0.01353, "P@3": 0.27993, "P@5": 0.19248, "Recall@1": 0.38798, "Recall@10": 0.72132, "Recall@100": 0.87713, "Recall@3": 0.58203, "Recall@5": 0.65093}, "wikifacts-para": {"MAP@1": 0.21075, "MAP@10": 0.33541, "MAP@100": 0.34833, "MAP@3": 0.29539, "MAP@5": 0.31835, "MRR@1": 0.33812, "MRR@10": 0.45269, "MRR@100": 0.45929, "MRR@3": 0.42595, "MRR@5": 0.44273, "NDCG@1": 0.32993, "NDCG@10": 0.41338, "NDCG@100": 0.46224, "NDCG@3": 0.35647, "NDCG@5": 0.38339, "P@1": 0.33886, "P@10": 0.09623, "P@100": 0.01405, "P@3": 0.21173, "P@5": 0.157, "Recall@1": 0.21075, "Recall@10": 0.51859, "Recall@100": 0.71063, "Recall@3": 0.36617, "Recall@5": 0.43667}, "wikifacts-sents": {"MAP@1": 0.09915, "MAP@10": 0.15922, "MAP@100": 0.16715, "MAP@3": 0.14088, "MAP@5": 0.15097, "MRR@1": 0.16965, "MRR@10": 0.24899, "MRR@100": 0.25546, "MRR@3": 0.23039, "MRR@5": 0.24111, "NDCG@1": 0.16441, "NDCG@10": 0.20838, "NDCG@100": 0.24272, "NDCG@3": 0.18173, "NDCG@5": 0.19234, "P@1": 0.16983, "P@10": 0.05299, "P@100": 0.00886, "P@3": 0.11425, "P@5": 0.08392, "Recall@1": 0.09915, "Recall@10": 0.25695, "Recall@100": 0.38495, "Recall@3": 0.18043, "Recall@5": 0.2133}, "wikifacts-window_2": {"MAP@1": 0.08581, "MAP@10": 0.19972, "MAP@100": 0.21814, "MAP@3": 0.15553, "MAP@5": 0.17889, "MRR@1": 0.30619, "MRR@10": 0.41102, "MRR@100": 0.41735, "MRR@3": 0.38616, "MRR@5": 0.40094, "NDCG@1": 0.29654, "NDCG@10": 0.28854, "NDCG@100": 0.34373, "NDCG@3": 0.26882, "NDCG@5": 0.27064, "P@1": 0.30419, "P@10": 0.1265, "P@100": 0.02191, "P@3": 0.23376, "P@5": 0.18699, "Recall@1": 0.08581, "Recall@10": 0.31047, "Recall@100": 0.48461, "Recall@3": 0.18778, "Recall@5": 0.24033}, "wikifacts-window_3": {"MAP@1": 0.0635, "MAP@10": 0.20109, "MAP@100": 0.23258, "MAP@3": 0.14134, "MAP@5": 0.17189, "MRR@1": 0.33715, "MRR@10": 0.4357, "MRR@100": 0.44289, "MRR@3": 0.41104, "MRR@5": 0.42565, "NDCG@1": 0.32857, "NDCG@10": 0.30213, "NDCG@100": 0.3738, "NDCG@3": 0.29546, "NDCG@5": 0.29486, "P@1": 0.33697, "P@10": 0.17474, "P@100": 0.03367, "P@3": 0.29314, "P@5": 0.24568, "Recall@1": 0.0635, "Recall@10": 0.29538, "Recall@100": 0.50881, "Recall@3": 0.16305, "Recall@5": 0.21983}, "wikifacts-window_4": {"MAP@1": 0.04896, "MAP@10": 0.19464, "MAP@100": 0.23818, "MAP@3": 0.12068, "MAP@5": 0.1569, "MRR@1": 0.34405, "MRR@10": 0.44098, "MRR@100": 0.44822, "MRR@3": 0.41602, "MRR@5": 0.43062, "NDCG@1": 0.33467, "NDCG@10": 0.30719, "NDCG@100": 0.38662, "NDCG@3": 0.31871, "NDCG@5": 0.30384, "P@1": 0.34423, "P@10": 0.21188, "P@100": 0.04438, "P@3": 0.32249, "P@5": 0.2808, "Recall@1": 0.04896, "Recall@10": 0.27795, "Recall@100": 0.51621, "Recall@3": 0.13661, "Recall@5": 0.19341}, "wikifacts-window_5": {"MAP@1": 0.04136, "MAP@10": 0.18854, "MAP@100": 0.24335, "MAP@3": 0.10365, "MAP@5": 0.14551, "MRR@1": 0.36047, "MRR@10": 0.44966, "MRR@100": 0.4575, "MRR@3": 0.42605, "MRR@5": 0.43912, "NDCG@1": 0.34929, "NDCG@10": 0.31222, "NDCG@100": 0.39615, "NDCG@3": 0.3324, "NDCG@5": 0.31212, "P@1": 0.36011, "P@10": 0.2418, "P@100": 0.05504, "P@3": 0.33787, "P@5": 0.3093, "Recall@1": 0.04136, "Recall@10": 0.26014, "Recall@100": 0.51765, "Recall@3": 0.11525, "Recall@5": 0.17414}, "wikifacts-window_6": {"MAP@1": 0.03641, "MAP@10": 0.18235, "MAP@100": 0.24821, "MAP@3": 0.0923, "MAP@5": 0.13285, "MRR@1": 0.37253, "MRR@10": 0.45997, "MRR@100": 0.46821, "MRR@3": 0.43625, "MRR@5": 0.4493, "NDCG@1": 0.36158, "NDCG@10": 0.32086, "NDCG@100": 0.40507, "NDCG@3": 0.34548, "NDCG@5": 0.3273, "P@1": 0.37307, "P@10": 0.2661, "P@100": 0.06429, "P@3": 0.35136, "P@5": 0.32647, "Recall@1": 0.03641, "Recall@10": 0.24517, "Recall@100": 0.51919, "Recall@3": 0.10224, "Recall@5": 0.15673}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-06-29", "hardware": "cuda", "model_id": "intfloat/multilingual-e5-large", "model_name": "multilingual-e5-large", "notes": "", "organization": "intfloat", "runtime_seconds": 6.87, "scores": {"average": {"MAP@1": 0.26893, "MAP@10": 0.38265, "MAP@100": 0.40992, "MAP@3": 0.34316, "MAP@5": 0.36363, "MRR@1": 0.45985, "MRR@10": 0.55748, "MRR@100": 0.56293, "MRR@3": 0.53578, "MRR@5": 0.54892, "NDCG@1": 0.44684, "NDCG@10": 0.49648, "NDCG@100": 0.53096, "NDCG@3": 0.47674, "NDCG@5": 0.48403, "P@1": 0.45213, "P@10": 0.1652, "P@100": 0.05073, "P@3": 0.29066, "P@5": 0.22945, "Recall@1": 0.26893, "Recall@10": 0.5166, "Recall@100": 0.68648, "Recall@3": 0.40119, "Recall@5": 0.45306}, "datasets": {"legal_search_2004": {"MAP@1": 0.05782, "MAP@10": 0.17567, "MAP@100": 0.27846, "MAP@3": 0.11177, "MAP@5": 0.13489, "MRR@1": 0.50549, "MRR@10": 0.57833, "MRR@100": 0.58357, "MRR@3": 0.56044, "MRR@5": 0.57418, "NDCG@1": 0.50549, "NDCG@10": 0.40709, "NDCG@100": 0.43484, "NDCG@3": 0.4538, "NDCG@5": 0.43606, "P@1": 0.50549, "P@10": 0.32308, "P@100": 0.10846, "P@3": 0.42491, "P@5": 0.38681, "Recall@1": 0.05782, "Recall@10": 0.21408, "Recall@100": 0.51872, "Recall@3": 0.11922, "Recall@5": 0.15119}, "legal_search_2007": {"MAP@1": 0.02901, "MAP@10": 0.09495, "MAP@100": 0.20267, "MAP@3": 0.0486, "MAP@5": 0.06423, "MRR@1": 0.42, "MRR@10": 0.53277, "MRR@100": 0.5364, "MRR@3": 0.51333, "MRR@5": 0.52233, "NDCG@1": 0.42, "NDCG@10": 0.36461, "NDCG@100": 0.36893, "NDCG@3": 0.39349, "NDCG@5": 0.38016, "P@1": 0.42, "P@10": 0.334, "P@100": 0.1476, "P@3": 0.38, "P@5": 0.36, "Recall@1": 0.02901, "Recall@10": 0.12152, "Recall@100": 0.40418, "Recall@3": 0.05211, "Recall@5": 0.07256}, "ria-news": {"MAP@1": 0.6746, "MAP@10": 0.75748, "MAP@100": 0.76006, "MAP@3": 0.74332, "MAP@5": 0.75224, "MRR@1": 0.6751, "MRR@10": 0.75771, "MRR@100": 0.7603, "MRR@3": 0.7436, "MRR@5": 0.75247, "NDCG@1": 0.6746, "NDCG@10": 0.79335, "NDCG@100": 0.80578, "NDCG@3": 0.76473, "NDCG@5": 0.78074, "P@1": 0.6746, "P@10": 0.09039, "P@100": 0.00962, "P@3": 0.27547, "P@5": 0.17302, "Recall@1": 0.6746, "Recall@10": 0.9039, "Recall@100": 0.9616, "Recall@3": 0.8264, "Recall@5": 0.8651}, "ru-facts": {"MAP@1": 0.82776, "MAP@10": 0.90883, "MAP@100": 0.90883, "MAP@3": 0.90778, "MAP@5": 0.90869, "MRR@1": 0.85364, "MRR@10": 0.92192, "MRR@100": 0.92192, "MRR@3": 0.92117, "MRR@5": 0.92186, "NDCG@1": 0.82776, "NDCG@10": 0.93243, "NDCG@100": 0.93243, "NDCG@3": 0.93047, "NDCG@5": 0.93212, "P@1": 0.82776, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3317, "P@5": 0.19982, "Recall@1": 0.82776, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99509, "Recall@5": 0.99911}, "rubq": {"MAP@1": 0.45814, "MAP@10": 0.65897, "MAP@100": 0.66812, "MAP@3": 0.60474, "MAP@5": 0.63897, "MRR@1": 0.65071, "MRR@10": 0.74679, "MRR@100": 0.74993, "MRR@3": 0.72892, "MRR@5": 0.74045, "NDCG@1": 0.64894, "NDCG@10": 0.73245, "NDCG@100": 0.76112, "NDCG@3": 0.6636, "NDCG@5": 0.70042, "P@1": 0.64894, "P@10": 0.14131, "P@100": 0.01615, "P@3": 0.35816, "P@5": 0.24965, "Recall@1": 0.45814, "Recall@10": 0.8574, "Recall@100": 0.96832, "Recall@3": 0.68955, "Recall@5": 0.7767}, "rus-arguana": {"MAP@1": 0.25818, "MAP@10": 0.4058, "MAP@100": 0.41671, "MAP@3": 0.35763, "MAP@5": 0.38583, "MRR@1": 0.26102, "MRR@10": 0.40671, "MRR@100": 0.41763, "MRR@3": 0.35882, "MRR@5": 0.38663, "NDCG@1": 0.25818, "NDCG@10": 0.48996, "NDCG@100": 0.5376, "NDCG@3": 0.39102, "NDCG@5": 0.44176, "P@1": 0.25818, "P@10": 0.07596, "P@100": 0.0097, "P@3": 0.16264, "P@5": 0.12219, "Recall@1": 0.25818, "Recall@10": 0.7596, "Recall@100": 0.97013, "Recall@3": 0.48791, "Recall@5": 0.61095}, "rus-cqadupstack": {"MAP@1": 0.20682, "MAP@10": 0.28032, "MAP@100": 0.29013, "MAP@3": 0.2576, "MAP@5": 0.27048, "MRR@1": 0.24686, "MRR@10": 0.31746, "MRR@100": 0.32523, "MRR@3": 0.29691, "MRR@5": 0.30874, "NDCG@1": 0.24694, "NDCG@10": 0.32488, "NDCG@100": 0.36966, "NDCG@3": 0.28565, "NDCG@5": 0.3043, "P@1": 0.24694, "P@10": 0.05688, "P@100": 0.00926, "P@3": 0.13207, "P@5": 0.09412, "Recall@1": 0.20682, "Recall@10": 0.42126, "Recall@100": 0.62013, "Recall@3": 0.31069, "Recall@5": 0.35885}, "rus-fiqa": {"MAP@1": 0.18073, "MAP@10": 0.27476, "MAP@100": 0.29269, "MAP@3": 0.2404, "MAP@5": 0.25655, "MRR@1": 0.334, "MRR@10": 0.42049, "MRR@100": 0.429, "MRR@3": 0.395, "MRR@5": 0.4082, "NDCG@1": 0.334, "NDCG@10": 0.34903, "NDCG@100": 0.41393, "NDCG@3": 0.31044, "NDCG@5": 0.31923, "P@1": 0.334, "P@10": 0.0932, "P@100": 0.01606, "P@3": 0.19667, "P@5": 0.142, "Recall@1": 0.18073, "Recall@10": 0.42247, "Recall@100": 0.66276, "Recall@3": 0.28628, "Recall@5": 0.33623}, "rus-miracl": {"MAP@1": 0.33072, "MAP@10": 0.56542, "MAP@100": 0.59177, "MAP@3": 0.48296, "MAP@5": 0.5281, "MRR@1": 0.64696, "MRR@10": 0.75512, "MRR@100": 0.75777, "MRR@3": 0.73948, "MRR@5": 0.75011, "NDCG@1": 0.64696, "NDCG@10": 0.66895, "NDCG@100": 0.72998, "NDCG@3": 0.61487, "NDCG@5": 0.63043, "P@1": 0.64696, "P@10": 0.19433, "P@100": 0.02659, "P@3": 0.414, "P@5": 0.31006, "Recall@1": 0.33072, "Recall@10": 0.76146, "Recall@100": 0.95143, "Recall@3": 0.55931, "Recall@5": 0.65115}, "rus-mmarco": {"MAP@1": 0.17647, "MAP@10": 0.28114, "MAP@100": 0.29283, "MAP@3": 0.2467, "MAP@5": 0.26566, "MRR@1": 0.18152, "MRR@10": 0.2859, "MRR@100": 0.29714, "MRR@3": 0.25174, "MRR@5": 0.2707, "NDCG@1": 0.18152, "NDCG@10": 0.34173, "NDCG@100": 0.39895, "NDCG@3": 0.27091, "NDCG@5": 0.30476, "P@1": 0.18152, "P@10": 0.0554, "P@100": 0.00841, "P@3": 0.11638, "P@5": 0.08693, "Recall@1": 0.17647, "Recall@10": 0.52963, "Recall@100": 0.79582, "Recall@3": 0.33595, "Recall@5": 0.41692}, "rus-nfcorpus": {"MAP@1": 0.05615, "MAP@10": 0.11778, "MAP@100": 0.14382, "MAP@3": 0.08491, "MAP@5": 0.10001, "MRR@1": 0.42415, "MRR@10": 0.50321, "MRR@100": 0.50944, "MRR@3": 0.48039, "MRR@5": 0.49463, "NDCG@1": 0.40557, "NDCG@10": 0.31285, "NDCG@100": 0.28363, "NDCG@3": 0.36031, "NDCG@5": 0.34004, "P@1": 0.41486, "P@10": 0.22879, "P@100": 0.06814, "P@3": 0.33643, "P@5": 0.29474, "Recall@1": 0.05615, "Recall@10": 0.15843, "Recall@100": 0.28573, "Recall@3": 0.09116, "Recall@5": 0.11953}, "rus-quora": {"MAP@1": 0.61026, "MAP@10": 0.75111, "MAP@100": 0.75858, "MAP@3": 0.71686, "MAP@5": 0.7382, "MRR@1": 0.702, "MRR@10": 0.7829, "MRR@100": 0.78546, "MRR@3": 0.76693, "MRR@5": 0.7773, "NDCG@1": 0.7008, "NDCG@10": 0.79895, "NDCG@100": 0.81946, "NDCG@3": 0.75809, "NDCG@5": 0.78005, "P@1": 0.7008, "P@10": 0.1247, "P@100": 0.01451, "P@3": 0.33467, "P@5": 0.2244, "Recall@1": 0.61026, "Recall@10": 0.90191, "Recall@100": 0.9791, "Recall@3": 0.7895, "Recall@5": 0.84761}, "rus-scidocs": {"MAP@1": 0.03193, "MAP@10": 0.07412, "MAP@100": 0.08802, "MAP@3": 0.05433, "MAP@5": 0.06356, "MRR@1": 0.157, "MRR@10": 0.24083, "MRR@100": 0.25266, "MRR@3": 0.21217, "MRR@5": 0.22807, "NDCG@1": 0.157, "NDCG@10": 0.13216, "NDCG@100": 0.19524, "NDCG@3": 0.12463, "NDCG@5": 0.10832, "P@1": 0.157, "P@10": 0.0684, "P@100": 0.01602, "P@3": 0.11433, "P@5": 0.0936, "Recall@1": 0.03193, "Recall@10": 0.13848, "Recall@100": 0.3253, "Recall@3": 0.06943, "Recall@5": 0.09478}, "rus-scifact": {"MAP@1": 0.509, "MAP@10": 0.59849, "MAP@100": 0.60447, "MAP@3": 0.56931, "MAP@5": 0.58907, "MRR@1": 0.53333, "MRR@10": 0.61208, "MRR@100": 0.61728, "MRR@3": 0.58722, "MRR@5": 0.60622, "NDCG@1": 0.53333, "NDCG@10": 0.6438, "NDCG@100": 0.6724, "NDCG@3": 0.59297, "NDCG@5": 0.62435, "P@1": 0.53333, "P@10": 0.08633, "P@100": 0.01017, "P@3": 0.23111, "P@5": 0.15733, "Recall@1": 0.509, "Recall@10": 0.76878, "Recall@100": 0.90233, "Recall@3": 0.63394, "Recall@5": 0.71089}, "rus-touche": {"MAP@1": 0.02869, "MAP@10": 0.09211, "MAP@100": 0.14672, "MAP@3": 0.0536, "MAP@5": 0.06761, "MRR@1": 0.36735, "MRR@10": 0.52967, "MRR@100": 0.53596, "MRR@3": 0.4932, "MRR@5": 0.51259, "NDCG@1": 0.33673, "NDCG@10": 0.24084, "NDCG@100": 0.34998, "NDCG@3": 0.29561, "NDCG@5": 0.25267, "P@1": 0.36735, "P@10": 0.21224, "P@100": 0.07204, "P@3": 0.31293, "P@5": 0.24898, "Recall@1": 0.02869, "Recall@10": 0.15381, "Recall@100": 0.44722, "Recall@3": 0.07043, "Recall@5": 0.0957}, "rus-trec-covid": {"MAP@1": 0.00214, "MAP@10": 0.01918, "MAP@100": 0.1125, "MAP@3": 0.00631, "MAP@5": 0.01025, "MRR@1": 0.82, "MRR@10": 0.895, "MRR@100": 0.895, "MRR@3": 0.89, "MRR@5": 0.895, "NDCG@1": 0.77, "NDCG@10": 0.77361, "NDCG@100": 0.59354, "NDCG@3": 0.79715, "NDCG@5": 0.78276, "P@1": 0.82, "P@10": 0.818, "P@100": 0.6086, "P@3": 0.85333, "P@5": 0.836, "Recall@1": 0.00214, "Recall@10": 0.02108, "Recall@100": 0.14567, "Recall@3": 0.00672, "Recall@5": 0.01103}, "rus-tydiqa": {"MAP@1": 0.36618, "MAP@10": 0.51696, "MAP@100": 0.52635, "MAP@3": 0.47633, "MAP@5": 0.5027, "MRR@1": 0.39587, "MRR@10": 0.54027, "MRR@100": 0.54724, "MRR@3": 0.50861, "MRR@5": 0.52823, "NDCG@1": 0.39759, "NDCG@10": 0.59, "NDCG@100": 0.62995, "NDCG@3": 0.51646, "NDCG@5": 0.55968, "P@1": 0.39759, "P@10": 0.08993, "P@100": 0.01115, "P@3": 0.22318, "P@5": 0.15818, "Recall@1": 0.36618, "Recall@10": 0.78772, "Recall@100": 0.96285, "Recall@3": 0.60055, "Recall@5": 0.6998}, "rus-xquad": {"MAP@1": 0.93445, "MAP@10": 0.9608, "MAP@100": 0.96091, "MAP@3": 0.95826, "MAP@5": 0.96011, "MRR@1": 0.93445, "MRR@10": 0.9608, "MRR@100": 0.96091, "MRR@3": 0.95826, "MRR@5": 0.96011, "NDCG@1": 0.93445, "NDCG@10": 0.97003, "NDCG@100": 0.97045, "NDCG@3": 0.96517, "NDCG@5": 0.96839, "P@1": 0.93445, "P@10": 0.09975, "P@100": 0.00999, "P@3": 0.32829, "P@5": 0.19849, "Recall@1": 0.93445, "Recall@10": 0.99748, "Recall@100": 0.99916, "Recall@3": 0.98487, "Recall@5": 0.99244}, "rus-xquad-sentences": {"MAP@1": 0.78613, "MAP@10": 0.85691, "MAP@100": 0.8581, "MAP@3": 0.84538, "MAP@5": 0.85403, "MRR@1": 0.78655, "MRR@10": 0.85733, "MRR@100": 0.85847, "MRR@3": 0.8458, "MRR@5": 0.85445, "NDCG@1": 0.78655, "NDCG@10": 0.88589, "NDCG@100": 0.8912, "NDCG@3": 0.86379, "NDCG@5": 0.87902, "P@1": 0.78655, "P@10": 0.09739, "P@100": 0.00998, "P@3": 0.3056, "P@5": 0.19059, "Recall@1": 0.78613, "Recall@10": 0.97353, "Recall@100": 0.99748, "Recall@3": 0.91639, "Recall@5": 0.95252}, "ruscibench-retrieval": {"MAP@1": 0.21891, "MAP@10": 0.39287, "MAP@100": 0.43761, "MAP@3": 0.31343, "MAP@5": 0.35735, "MRR@1": 0.63188, "MRR@10": 0.72554, "MRR@100": 0.72884, "MRR@3": 0.70242, "MRR@5": 0.71879, "NDCG@1": 0.63188, "NDCG@10": 0.51806, "NDCG@100": 0.62618, "NDCG@3": 0.5161, "NDCG@5": 0.50381, "P@1": 0.63188, "P@10": 0.20986, "P@100": 0.03733, "P@3": 0.39517, "P@5": 0.32058, "Recall@1": 0.21891, "Recall@10": 0.53899, "Recall@100": 0.83878, "Recall@3": 0.35475, "Recall@5": 0.44483}, "sberquad-retrieval": {"MAP@1": 0.21604, "MAP@10": 0.53812, "MAP@100": 0.54068, "MAP@3": 0.51999, "MAP@5": 0.53287, "MRR@1": 0.3882, "MRR@10": 0.62767, "MRR@100": 0.63014, "MRR@3": 0.61136, "MRR@5": 0.62274, "NDCG@1": 0.21604, "NDCG@10": 0.63918, "NDCG@100": 0.65055, "NDCG@3": 0.60373, "NDCG@5": 0.62669, "P@1": 0.21604, "P@10": 0.09347, "P@100": 0.00986, "P@3": 0.28045, "P@5": 0.17931, "Recall@1": 0.21604, "Recall@10": 0.93467, "Recall@100": 0.9855, "Recall@3": 0.84134, "Recall@5": 0.89654}, "wikifacts-articles": {"MAP@1": 0.38953, "MAP@10": 0.53865, "MAP@100": 0.54991, "MAP@3": 0.50289, "MAP@5": 0.52459, "MRR@1": 0.5177, "MRR@10": 0.62343, "MRR@100": 0.6291, "MRR@3": 0.60544, "MRR@5": 0.61604, "NDCG@1": 0.51013, "NDCG@10": 0.6061, "NDCG@100": 0.64869, "NDCG@3": 0.55293, "NDCG@5": 0.57992, "P@1": 0.51971, "P@10": 0.10805, "P@100": 0.01392, "P@3": 0.28127, "P@5": 0.19175, "Recall@1": 0.38953, "Recall@10": 0.72129, "Recall@100": 0.8993, "Recall@3": 0.58571, "Recall@5": 0.64964}, "wikifacts-para": {"MAP@1": 0.13083, "MAP@10": 0.22336, "MAP@100": 0.23539, "MAP@3": 0.19189, "MAP@5": 0.20876, "MRR@1": 0.22014, "MRR@10": 0.31627, "MRR@100": 0.32425, "MRR@3": 0.29023, "MRR@5": 0.30517, "NDCG@1": 0.21287, "NDCG@10": 0.28825, "NDCG@100": 0.33769, "NDCG@3": 0.23879, "NDCG@5": 0.26017, "P@1": 0.21995, "P@10": 0.07164, "P@100": 0.01149, "P@3": 0.14749, "P@5": 0.11147, "Recall@1": 0.13083, "Recall@10": 0.38163, "Recall@100": 0.5774, "Recall@3": 0.2491, "Recall@5": 0.30612}, "wikifacts-sents": {"MAP@1": 0.07823, "MAP@10": 0.12513, "MAP@100": 0.13122, "MAP@3": 0.11121, "MAP@5": 0.11934, "MRR@1": 0.14433, "MRR@10": 0.20531, "MRR@100": 0.21166, "MRR@3": 0.18991, "MRR@5": 0.19897, "NDCG@1": 0.12805, "NDCG@10": 0.16493, "NDCG@100": 0.19415, "NDCG@3": 0.14376, "NDCG@5": 0.15324, "P@1": 0.13221, "P@10": 0.04115, "P@100": 0.00705, "P@3": 0.08965, "P@5": 0.06659, "Recall@1": 0.07823, "Recall@10": 0.20251, "Recall@100": 0.31437, "Recall@3": 0.14269, "Recall@5": 0.1701}, "wikifacts-window_2": {"MAP@1": 0.07099, "MAP@10": 0.1706, "MAP@100": 0.18606, "MAP@3": 0.13264, "MAP@5": 0.15423, "MRR@1": 0.2561, "MRR@10": 0.35689, "MRR@100": 0.36354, "MRR@3": 0.33197, "MRR@5": 0.34687, "NDCG@1": 0.24508, "NDCG@10": 0.24954, "NDCG@100": 0.2993, "NDCG@3": 0.22994, "NDCG@5": 0.23474, "P@1": 0.25191, "P@10": 0.10909, "P@100": 0.01913, "P@3": 0.2014, "P@5": 0.16339, "Recall@1": 0.07099, "Recall@10": 0.27093, "Recall@100": 0.42799, "Recall@3": 0.16354, "Recall@5": 0.21289}, "wikifacts-window_3": {"MAP@1": 0.05301, "MAP@10": 0.17931, "MAP@100": 0.207, "MAP@3": 0.12387, "MAP@5": 0.1521, "MRR@1": 0.28241, "MRR@10": 0.3853, "MRR@100": 0.39201, "MRR@3": 0.3577, "MRR@5": 0.37411, "NDCG@1": 0.27414, "NDCG@10": 0.27306, "NDCG@100": 0.33706, "NDCG@3": 0.2587, "NDCG@5": 0.26274, "P@1": 0.28241, "P@10": 0.16043, "P@100": 0.03047, "P@3": 0.26059, "P@5": 0.22277, "Recall@1": 0.05301, "Recall@10": 0.27307, "Recall@100": 0.46309, "Recall@3": 0.14644, "Recall@5": 0.19986}, "wikifacts-window_4": {"MAP@1": 0.04461, "MAP@10": 0.183, "MAP@100": 0.22223, "MAP@3": 0.10858, "MAP@5": 0.14515, "MRR@1": 0.31408, "MRR@10": 0.4095, "MRR@100": 0.41681, "MRR@3": 0.38111, "MRR@5": 0.39827, "NDCG@1": 0.30736, "NDCG@10": 0.29098, "NDCG@100": 0.36271, "NDCG@3": 0.2901, "NDCG@5": 0.28252, "P@1": 0.31608, "P@10": 0.20405, "P@100": 0.04156, "P@3": 0.29361, "P@5": 0.26387, "Recall@1": 0.04461, "Recall@10": 0.26735, "Recall@100": 0.48375, "Recall@3": 0.12347, "Recall@5": 0.18221}, "wikifacts-window_5": {"MAP@1": 0.03777, "MAP@10": 0.17931, "MAP@100": 0.23304, "MAP@3": 0.09445, "MAP@5": 0.13456, "MRR@1": 0.33327, "MRR@10": 0.42627, "MRR@100": 0.43414, "MRR@3": 0.39858, "MRR@5": 0.41374, "NDCG@1": 0.32393, "NDCG@10": 0.30087, "NDCG@100": 0.38237, "NDCG@3": 0.3095, "NDCG@5": 0.29341, "P@1": 0.33364, "P@10": 0.23795, "P@100": 0.05366, "P@3": 0.31405, "P@5": 0.29277, "Recall@1": 0.03777, "Recall@10": 0.25489, "Recall@100": 0.50223, "Recall@3": 0.10614, "Recall@5": 0.1636}, "wikifacts-window_6": {"MAP@1": 0.03395, "MAP@10": 0.17563, "MAP@100": 0.24285, "MAP@3": 0.0858, "MAP@5": 0.12514, "MRR@1": 0.35148, "MRR@10": 0.44531, "MRR@100": 0.45323, "MRR@3": 0.41677, "MRR@5": 0.43159, "NDCG@1": 0.34259, "NDCG@10": 0.31442, "NDCG@100": 0.40021, "NDCG@3": 0.32867, "NDCG@5": 0.31437, "P@1": 0.35166, "P@10": 0.26512, "P@100": 0.06436, "P@3": 0.33358, "P@5": 0.31457, "Recall@1": 0.03395, "Recall@10": 0.2435, "Recall@100": 0.5176, "Recall@3": 0.09588, "Recall@5": 0.14993}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-06-29", "hardware": "cuda", "model_id": "intfloat/multilingual-e5-base", "model_name": "multilingual-e5-base", "notes": "", "organization": "intfloat", "runtime_seconds": 5459.34, "scores": {"average": {"MAP@1": 0.24753, "MAP@10": 0.35253, "MAP@100": 0.37602, "MAP@3": 0.31709, "MAP@5": 0.33558, "MRR@1": 0.42228, "MRR@10": 0.5185, "MRR@100": 0.52484, "MRR@3": 0.49701, "MRR@5": 0.50996, "NDCG@1": 0.40929, "NDCG@10": 0.45757, "NDCG@100": 0.49338, "NDCG@3": 0.43799, "NDCG@5": 0.4462, "P@1": 0.41529, "P@10": 0.14894, "P@100": 0.04607, "P@3": 0.26423, "P@5": 0.20898, "Recall@1": 0.24753, "Recall@10": 0.48404, "Recall@100": 0.65469, "Recall@3": 0.37449, "Recall@5": 0.42282}, "datasets": {"legal_search_2004": {"MAP@1": 0.04825, "MAP@10": 0.13652, "MAP@100": 0.21247, "MAP@3": 0.08676, "MAP@5": 0.11133, "MRR@1": 0.46154, "MRR@10": 0.51981, "MRR@100": 0.52717, "MRR@3": 0.50549, "MRR@5": 0.51264, "NDCG@1": 0.46154, "NDCG@10": 0.33606, "NDCG@100": 0.36374, "NDCG@3": 0.38001, "NDCG@5": 0.37195, "P@1": 0.46154, "P@10": 0.26154, "P@100": 0.09374, "P@3": 0.35165, "P@5": 0.33187, "Recall@1": 0.04825, "Recall@10": 0.17238, "Recall@100": 0.42804, "Recall@3": 0.09175, "Recall@5": 0.12563}, "legal_search_2007": {"MAP@1": 0.0215, "MAP@10": 0.06963, "MAP@100": 0.14157, "MAP@3": 0.03665, "MAP@5": 0.04829, "MRR@1": 0.28, "MRR@10": 0.41094, "MRR@100": 0.41844, "MRR@3": 0.37667, "MRR@5": 0.39967, "NDCG@1": 0.28, "NDCG@10": 0.23983, "NDCG@100": 0.29071, "NDCG@3": 0.25818, "NDCG@5": 0.25749, "P@1": 0.28, "P@10": 0.214, "P@100": 0.1142, "P@3": 0.24667, "P@5": 0.244, "Recall@1": 0.0215, "Recall@10": 0.09752, "Recall@100": 0.33715, "Recall@3": 0.04436, "Recall@5": 0.06214}, "ria-news": {"MAP@1": 0.5553, "MAP@10": 0.65321, "MAP@100": 0.65812, "MAP@3": 0.63328, "MAP@5": 0.64548, "MRR@1": 0.5555, "MRR@10": 0.65328, "MRR@100": 0.65819, "MRR@3": 0.63335, "MRR@5": 0.64557, "NDCG@1": 0.5553, "NDCG@10": 0.69822, "NDCG@100": 0.72132, "NDCG@3": 0.65786, "NDCG@5": 0.67972, "P@1": 0.5553, "P@10": 0.08382, "P@100": 0.00945, "P@3": 0.2429, "P@5": 0.1563, "Recall@1": 0.5553, "Recall@10": 0.8382, "Recall@100": 0.9446, "Recall@3": 0.7287, "Recall@5": 0.7815}, "ru-facts": {"MAP@1": 0.82285, "MAP@10": 0.90534, "MAP@100": 0.90534, "MAP@3": 0.90399, "MAP@5": 0.90499, "MRR@1": 0.83668, "MRR@10": 0.91286, "MRR@100": 0.91286, "MRR@3": 0.91165, "MRR@5": 0.91258, "NDCG@1": 0.82285, "NDCG@10": 0.92978, "NDCG@100": 0.92978, "NDCG@3": 0.92718, "NDCG@5": 0.92901, "P@1": 0.82285, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3311, "P@5": 0.19955, "Recall@1": 0.82285, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99331, "Recall@5": 0.99777}, "rubq": {"MAP@1": 0.40879, "MAP@10": 0.60952, "MAP@100": 0.61867, "MAP@3": 0.55368, "MAP@5": 0.58813, "MRR@1": 0.58452, "MRR@10": 0.69782, "MRR@100": 0.70076, "MRR@3": 0.67543, "MRR@5": 0.6892, "NDCG@1": 0.58215, "NDCG@10": 0.68931, "NDCG@100": 0.71901, "NDCG@3": 0.61373, "NDCG@5": 0.6526, "P@1": 0.58215, "P@10": 0.13658, "P@100": 0.01586, "P@3": 0.33649, "P@5": 0.237, "Recall@1": 0.40879, "Recall@10": 0.83255, "Recall@100": 0.94958, "Recall@3": 0.64595, "Recall@5": 0.73747}, "rus-arguana": {"MAP@1": 0.17852, "MAP@10": 0.30747, "MAP@100": 0.32164, "MAP@3": 0.26387, "MAP@5": 0.28819, "MRR@1": 0.1835, "MRR@10": 0.30891, "MRR@100": 0.32315, "MRR@3": 0.266, "MRR@5": 0.28997, "NDCG@1": 0.17852, "NDCG@10": 0.38172, "NDCG@100": 0.44676, "NDCG@3": 0.29198, "NDCG@5": 0.33557, "P@1": 0.17852, "P@10": 0.06202, "P@100": 0.00916, "P@3": 0.12447, "P@5": 0.09573, "Recall@1": 0.17852, "Recall@10": 0.6202, "Recall@100": 0.91607, "Recall@3": 0.3734, "Recall@5": 0.47866}, "rus-cqadupstack": {"MAP@1": 0.17858, "MAP@10": 0.24324, "MAP@100": 0.25192, "MAP@3": 0.22349, "MAP@5": 0.23484, "MRR@1": 0.21385, "MRR@10": 0.27704, "MRR@100": 0.28438, "MRR@3": 0.25783, "MRR@5": 0.26909, "NDCG@1": 0.21392, "NDCG@10": 0.28305, "NDCG@100": 0.32477, "NDCG@3": 0.24816, "NDCG@5": 0.26511, "P@1": 0.21392, "P@10": 0.04937, "P@100": 0.00819, "P@3": 0.11449, "P@5": 0.08181, "Recall@1": 0.17858, "Recall@10": 0.36923, "Recall@100": 0.55811, "Recall@3": 0.27046, "Recall@5": 0.31452}, "rus-fiqa": {"MAP@1": 0.15841, "MAP@10": 0.23909, "MAP@100": 0.2546, "MAP@3": 0.20683, "MAP@5": 0.22576, "MRR@1": 0.28, "MRR@10": 0.36547, "MRR@100": 0.37369, "MRR@3": 0.34, "MRR@5": 0.3553, "NDCG@1": 0.28, "NDCG@10": 0.30527, "NDCG@100": 0.36494, "NDCG@3": 0.266, "NDCG@5": 0.28249, "P@1": 0.28, "P@10": 0.0824, "P@100": 0.01446, "P@3": 0.16667, "P@5": 0.1268, "Recall@1": 0.15841, "Recall@10": 0.37179, "Recall@100": 0.5949, "Recall@3": 0.24755, "Recall@5": 0.30715}, "rus-miracl": {"MAP@1": 0.29721, "MAP@10": 0.50867, "MAP@100": 0.53535, "MAP@3": 0.43488, "MAP@5": 0.475, "MRR@1": 0.58866, "MRR@10": 0.70446, "MRR@100": 0.70764, "MRR@3": 0.68291, "MRR@5": 0.69649, "NDCG@1": 0.58866, "NDCG@10": 0.61391, "NDCG@100": 0.68135, "NDCG@3": 0.56193, "NDCG@5": 0.57632, "P@1": 0.58866, "P@10": 0.17923, "P@100": 0.02593, "P@3": 0.38179, "P@5": 0.28482, "Recall@1": 0.29721, "Recall@10": 0.70966, "Recall@100": 0.92511, "Recall@3": 0.51056, "Recall@5": 0.59946}, "rus-mmarco": {"MAP@1": 0.15069, "MAP@10": 0.2444, "MAP@100": 0.25614, "MAP@3": 0.21362, "MAP@5": 0.23092, "MRR@1": 0.15573, "MRR@10": 0.24981, "MRR@100": 0.26114, "MRR@3": 0.21936, "MRR@5": 0.23656, "NDCG@1": 0.15559, "NDCG@10": 0.29892, "NDCG@100": 0.35814, "NDCG@3": 0.23581, "NDCG@5": 0.26674, "P@1": 0.15559, "P@10": 0.04871, "P@100": 0.00789, "P@3": 0.10201, "P@5": 0.07676, "Recall@1": 0.15069, "Recall@10": 0.46688, "Recall@100": 0.74643, "Recall@3": 0.2946, "Recall@5": 0.3688}, "rus-nfcorpus": {"MAP@1": 0.04485, "MAP@10": 0.09161, "MAP@100": 0.11119, "MAP@3": 0.06761, "MAP@5": 0.07939, "MRR@1": 0.37461, "MRR@10": 0.45437, "MRR@100": 0.46193, "MRR@3": 0.43447, "MRR@5": 0.44886, "NDCG@1": 0.36223, "NDCG@10": 0.26651, "NDCG@100": 0.23739, "NDCG@3": 0.31466, "NDCG@5": 0.29747, "P@1": 0.37461, "P@10": 0.19381, "P@100": 0.05885, "P@3": 0.29205, "P@5": 0.2582, "Recall@1": 0.04485, "Recall@10": 0.12603, "Recall@100": 0.2416, "Recall@3": 0.07355, "Recall@5": 0.09694}, "rus-quora": {"MAP@1": 0.59631, "MAP@10": 0.73416, "MAP@100": 0.74223, "MAP@3": 0.70211, "MAP@5": 0.72157, "MRR@1": 0.6856, "MRR@10": 0.76906, "MRR@100": 0.77189, "MRR@3": 0.75333, "MRR@5": 0.76322, "NDCG@1": 0.6852, "NDCG@10": 0.78303, "NDCG@100": 0.80596, "NDCG@3": 0.74382, "NDCG@5": 0.76393, "P@1": 0.6852, "P@10": 0.1217, "P@100": 0.01438, "P@3": 0.32873, "P@5": 0.21924, "Recall@1": 0.59631, "Recall@10": 0.88675, "Recall@100": 0.97401, "Recall@3": 0.776, "Recall@5": 0.83118}, "rus-scidocs": {"MAP@1": 0.02705, "MAP@10": 0.06485, "MAP@100": 0.07688, "MAP@3": 0.04614, "MAP@5": 0.05513, "MRR@1": 0.134, "MRR@10": 0.21373, "MRR@100": 0.22552, "MRR@3": 0.18617, "MRR@5": 0.20042, "NDCG@1": 0.134, "NDCG@10": 0.11824, "NDCG@100": 0.17603, "NDCG@3": 0.10826, "NDCG@5": 0.09571, "P@1": 0.134, "P@10": 0.0626, "P@100": 0.0147, "P@3": 0.10067, "P@5": 0.0846, "Recall@1": 0.02705, "Recall@10": 0.12688, "Recall@100": 0.29827, "Recall@3": 0.06113, "Recall@5": 0.08553}, "rus-scifact": {"MAP@1": 0.48067, "MAP@10": 0.58055, "MAP@100": 0.58637, "MAP@3": 0.55544, "MAP@5": 0.57016, "MRR@1": 0.50667, "MRR@10": 0.59388, "MRR@100": 0.59863, "MRR@3": 0.575, "MRR@5": 0.58467, "NDCG@1": 0.50667, "NDCG@10": 0.6264, "NDCG@100": 0.65421, "NDCG@3": 0.58229, "NDCG@5": 0.60291, "P@1": 0.50667, "P@10": 0.08467, "P@100": 0.00993, "P@3": 0.22889, "P@5": 0.152, "Recall@1": 0.48067, "Recall@10": 0.75422, "Recall@100": 0.886, "Recall@3": 0.63483, "Recall@5": 0.68467}, "rus-touche": {"MAP@1": 0.02798, "MAP@10": 0.08936, "MAP@100": 0.13533, "MAP@3": 0.0521, "MAP@5": 0.06445, "MRR@1": 0.38776, "MRR@10": 0.51811, "MRR@100": 0.52955, "MRR@3": 0.47619, "MRR@5": 0.50578, "NDCG@1": 0.33673, "NDCG@10": 0.23683, "NDCG@100": 0.32721, "NDCG@3": 0.2659, "NDCG@5": 0.24461, "P@1": 0.38776, "P@10": 0.2102, "P@100": 0.06571, "P@3": 0.27891, "P@5": 0.24082, "Recall@1": 0.02798, "Recall@10": 0.1535, "Recall@100": 0.4032, "Recall@3": 0.06509, "Recall@5": 0.09115}, "rus-trec-covid": {"MAP@1": 0.00239, "MAP@10": 0.01865, "MAP@100": 0.10051, "MAP@3": 0.00654, "MAP@5": 0.0102, "MRR@1": 0.88, "MRR@10": 0.94, "MRR@100": 0.94, "MRR@3": 0.94, "MRR@5": 0.94, "NDCG@1": 0.83, "NDCG@10": 0.74922, "NDCG@100": 0.54837, "NDCG@3": 0.80469, "NDCG@5": 0.78267, "P@1": 0.88, "P@10": 0.794, "P@100": 0.5624, "P@3": 0.84667, "P@5": 0.828, "Recall@1": 0.00239, "Recall@10": 0.02056, "Recall@100": 0.13388, "Recall@3": 0.00673, "Recall@5": 0.01081}, "rus-tydiqa": {"MAP@1": 0.35585, "MAP@10": 0.49632, "MAP@100": 0.50651, "MAP@3": 0.45977, "MAP@5": 0.48257, "MRR@1": 0.39243, "MRR@10": 0.52349, "MRR@100": 0.53125, "MRR@3": 0.49398, "MRR@5": 0.51222, "NDCG@1": 0.38812, "NDCG@10": 0.56483, "NDCG@100": 0.60892, "NDCG@3": 0.4974, "NDCG@5": 0.53483, "P@1": 0.38812, "P@10": 0.08554, "P@100": 0.01092, "P@3": 0.21457, "P@5": 0.15009, "Recall@1": 0.35585, "Recall@10": 0.74828, "Recall@100": 0.9432, "Recall@3": 0.57487, "Recall@5": 0.6605}, "rus-xquad": {"MAP@1": 0.90672, "MAP@10": 0.94256, "MAP@100": 0.94276, "MAP@3": 0.93782, "MAP@5": 0.94151, "MRR@1": 0.90672, "MRR@10": 0.94256, "MRR@100": 0.94276, "MRR@3": 0.93782, "MRR@5": 0.94151, "NDCG@1": 0.90672, "NDCG@10": 0.95608, "NDCG@100": 0.95688, "NDCG@3": 0.94716, "NDCG@5": 0.9536, "P@1": 0.90672, "P@10": 0.09966, "P@100": 0.01, "P@3": 0.32465, "P@5": 0.19782, "Recall@1": 0.90672, "Recall@10": 0.99664, "Recall@100": 1.0, "Recall@3": 0.97395, "Recall@5": 0.98908}, "rus-xquad-sentences": {"MAP@1": 0.74916, "MAP@10": 0.82781, "MAP@100": 0.82966, "MAP@3": 0.81471, "MAP@5": 0.82433, "MRR@1": 0.74958, "MRR@10": 0.82814, "MRR@100": 0.83, "MRR@3": 0.81513, "MRR@5": 0.82475, "NDCG@1": 0.74958, "NDCG@10": 0.86028, "NDCG@100": 0.86828, "NDCG@3": 0.83497, "NDCG@5": 0.85211, "P@1": 0.74958, "P@10": 0.09597, "P@100": 0.00995, "P@3": 0.29776, "P@5": 0.18689, "Recall@1": 0.74916, "Recall@10": 0.95882, "Recall@100": 0.99412, "Recall@3": 0.89286, "Recall@5": 0.93403}, "ruscibench-retrieval": {"MAP@1": 0.20225, "MAP@10": 0.3529, "MAP@100": 0.39257, "MAP@3": 0.28491, "MAP@5": 0.31707, "MRR@1": 0.55362, "MRR@10": 0.6632, "MRR@100": 0.66967, "MRR@3": 0.64879, "MRR@5": 0.65618, "NDCG@1": 0.55362, "NDCG@10": 0.46786, "NDCG@100": 0.57345, "NDCG@3": 0.47273, "NDCG@5": 0.4489, "P@1": 0.55362, "P@10": 0.1887, "P@100": 0.03478, "P@3": 0.36329, "P@5": 0.27884, "Recall@1": 0.20225, "Recall@10": 0.48638, "Recall@100": 0.78404, "Recall@3": 0.33047, "Recall@5": 0.39012}, "sberquad-retrieval": {"MAP@1": 0.21048, "MAP@10": 0.52473, "MAP@100": 0.52764, "MAP@3": 0.50513, "MAP@5": 0.51833, "MRR@1": 0.36855, "MRR@10": 0.60753, "MRR@100": 0.61032, "MRR@3": 0.59008, "MRR@5": 0.60162, "NDCG@1": 0.21048, "NDCG@10": 0.62544, "NDCG@100": 0.63874, "NDCG@3": 0.58679, "NDCG@5": 0.61026, "P@1": 0.21048, "P@10": 0.09212, "P@100": 0.00982, "P@3": 0.2729, "P@5": 0.17498, "Recall@1": 0.21048, "Recall@10": 0.92117, "Recall@100": 0.98153, "Recall@3": 0.81871, "Recall@5": 0.8749}, "wikifacts-articles": {"MAP@1": 0.3476, "MAP@10": 0.4916, "MAP@100": 0.5029, "MAP@3": 0.45258, "MAP@5": 0.47561, "MRR@1": 0.46916, "MRR@10": 0.57655, "MRR@100": 0.5827, "MRR@3": 0.5545, "MRR@5": 0.56759, "NDCG@1": 0.46016, "NDCG@10": 0.56198, "NDCG@100": 0.60589, "NDCG@3": 0.5011, "NDCG@5": 0.53173, "P@1": 0.47007, "P@10": 0.10358, "P@100": 0.01353, "P@3": 0.25791, "P@5": 0.1792, "Recall@1": 0.3476, "Recall@10": 0.68752, "Recall@100": 0.8726, "Recall@3": 0.5321, "Recall@5": 0.60439}, "wikifacts-para": {"MAP@1": 0.13576, "MAP@10": 0.22342, "MAP@100": 0.236, "MAP@3": 0.19317, "MAP@5": 0.2103, "MRR@1": 0.22345, "MRR@10": 0.31419, "MRR@100": 0.32235, "MRR@3": 0.28971, "MRR@5": 0.30403, "NDCG@1": 0.21572, "NDCG@10": 0.2844, "NDCG@100": 0.33733, "NDCG@3": 0.23776, "NDCG@5": 0.25916, "P@1": 0.22308, "P@10": 0.06957, "P@100": 0.01158, "P@3": 0.14467, "P@5": 0.10966, "Recall@1": 0.13576, "Recall@10": 0.36991, "Recall@100": 0.58266, "Recall@3": 0.24516, "Recall@5": 0.30084}, "wikifacts-sents": {"MAP@1": 0.06229, "MAP@10": 0.10242, "MAP@100": 0.1074, "MAP@3": 0.09156, "MAP@5": 0.09763, "MRR@1": 0.11847, "MRR@10": 0.17156, "MRR@100": 0.17713, "MRR@3": 0.15844, "MRR@5": 0.16611, "NDCG@1": 0.10065, "NDCG@10": 0.13631, "NDCG@100": 0.16167, "NDCG@3": 0.11945, "NDCG@5": 0.12655, "P@1": 0.1049, "P@10": 0.03455, "P@100": 0.00596, "P@3": 0.0756, "P@5": 0.0556, "Recall@1": 0.06229, "Recall@10": 0.16923, "Recall@100": 0.26837, "Recall@3": 0.12072, "Recall@5": 0.14243}, "wikifacts-window_2": {"MAP@1": 0.05877, "MAP@10": 0.14106, "MAP@100": 0.15465, "MAP@3": 0.1098, "MAP@5": 0.12718, "MRR@1": 0.20947, "MRR@10": 0.30221, "MRR@100": 0.30942, "MRR@3": 0.27896, "MRR@5": 0.29273, "NDCG@1": 0.20146, "NDCG@10": 0.20936, "NDCG@100": 0.2566, "NDCG@3": 0.19142, "NDCG@5": 0.19551, "P@1": 0.20692, "P@10": 0.09215, "P@100": 0.01687, "P@3": 0.16916, "P@5": 0.13661, "Recall@1": 0.05877, "Recall@10": 0.229, "Recall@100": 0.37874, "Recall@3": 0.13784, "Recall@5": 0.17862}, "wikifacts-window_3": {"MAP@1": 0.04741, "MAP@10": 0.15448, "MAP@100": 0.17926, "MAP@3": 0.10585, "MAP@5": 0.12996, "MRR@1": 0.25314, "MRR@10": 0.34687, "MRR@100": 0.35405, "MRR@3": 0.32003, "MRR@5": 0.33655, "NDCG@1": 0.24514, "NDCG@10": 0.23954, "NDCG@100": 0.30254, "NDCG@3": 0.22558, "NDCG@5": 0.22871, "P@1": 0.25259, "P@10": 0.14146, "P@100": 0.02822, "P@3": 0.22622, "P@5": 0.19342, "Recall@1": 0.04741, "Recall@10": 0.24098, "Recall@100": 0.42791, "Recall@3": 0.12516, "Recall@5": 0.17304}, "wikifacts-window_4": {"MAP@1": 0.03954, "MAP@10": 0.15961, "MAP@100": 0.19652, "MAP@3": 0.09582, "MAP@5": 0.12695, "MRR@1": 0.28265, "MRR@10": 0.37423, "MRR@100": 0.38251, "MRR@3": 0.34793, "MRR@5": 0.36374, "NDCG@1": 0.27366, "NDCG@10": 0.25825, "NDCG@100": 0.33227, "NDCG@3": 0.25811, "NDCG@5": 0.25107, "P@1": 0.2812, "P@10": 0.1812, "P@100": 0.03925, "P@3": 0.2614, "P@5": 0.23495, "Recall@1": 0.03954, "Recall@10": 0.23771, "Recall@100": 0.45693, "Recall@3": 0.11065, "Recall@5": 0.16144}, "wikifacts-window_5": {"MAP@1": 0.03291, "MAP@10": 0.156, "MAP@100": 0.20537, "MAP@3": 0.08212, "MAP@5": 0.11698, "MRR@1": 0.29429, "MRR@10": 0.388, "MRR@100": 0.39642, "MRR@3": 0.36153, "MRR@5": 0.37613, "NDCG@1": 0.28495, "NDCG@10": 0.26774, "NDCG@100": 0.34928, "NDCG@3": 0.27454, "NDCG@5": 0.26132, "P@1": 0.29411, "P@10": 0.21235, "P@100": 0.05017, "P@3": 0.27984, "P@5": 0.2618, "Recall@1": 0.03291, "Recall@10": 0.22719, "Recall@100": 0.47227, "Recall@3": 0.09417, "Recall@5": 0.14561}, "wikifacts-window_6": {"MAP@1": 0.0303, "MAP@10": 0.15423, "MAP@100": 0.21499, "MAP@3": 0.07542, "MAP@5": 0.1095, "MRR@1": 0.31591, "MRR@10": 0.40843, "MRR@100": 0.41687, "MRR@3": 0.38242, "MRR@5": 0.39564, "NDCG@1": 0.30566, "NDCG@10": 0.28106, "NDCG@100": 0.36653, "NDCG@3": 0.29437, "NDCG@5": 0.28178, "P@1": 0.31537, "P@10": 0.23785, "P@100": 0.06005, "P@3": 0.30055, "P@5": 0.28314, "Recall@1": 0.0303, "Recall@10": 0.21784, "Recall@100": 0.48655, "Recall@3": 0.08568, "Recall@5": 0.1335}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-06-29", "hardware": "cuda", "model_id": "ai-forever/ru-en-RoSBERTa", "model_name": "ru-en-RoSBERTa", "notes": "", "organization": "ai-forever", "runtime_seconds": 6165.54, "scores": {"average": {"MAP@1": 0.24098, "MAP@10": 0.34922, "MAP@100": 0.37469, "MAP@3": 0.31185, "MAP@5": 0.33084, "MRR@1": 0.42039, "MRR@10": 0.52034, "MRR@100": 0.52654, "MRR@3": 0.49875, "MRR@5": 0.51157, "NDCG@1": 0.40849, "NDCG@10": 0.45915, "NDCG@100": 0.49591, "NDCG@3": 0.4409, "NDCG@5": 0.44748, "P@1": 0.4148, "P@10": 0.15344, "P@100": 0.04565, "P@3": 0.27213, "P@5": 0.21411, "Recall@1": 0.24098, "Recall@10": 0.48564, "Recall@100": 0.66905, "Recall@3": 0.3704, "Recall@5": 0.42085}, "datasets": {"legal_search_2004": {"MAP@1": 0.05361, "MAP@10": 0.15003, "MAP@100": 0.21877, "MAP@3": 0.10044, "MAP@5": 0.11699, "MRR@1": 0.49451, "MRR@10": 0.5557, "MRR@100": 0.56021, "MRR@3": 0.5348, "MRR@5": 0.54963, "NDCG@1": 0.49451, "NDCG@10": 0.36689, "NDCG@100": 0.37531, "NDCG@3": 0.43082, "NDCG@5": 0.39458, "P@1": 0.49451, "P@10": 0.28242, "P@100": 0.09308, "P@3": 0.40293, "P@5": 0.33626, "Recall@1": 0.05361, "Recall@10": 0.19413, "Recall@100": 0.44872, "Recall@3": 0.11003, "Recall@5": 0.14154}, "legal_search_2007": {"MAP@1": 0.02303, "MAP@10": 0.10598, "MAP@100": 0.20702, "MAP@3": 0.04516, "MAP@5": 0.06338, "MRR@1": 0.38, "MRR@10": 0.50305, "MRR@100": 0.50531, "MRR@3": 0.49, "MRR@5": 0.494, "NDCG@1": 0.38, "NDCG@10": 0.39858, "NDCG@100": 0.34536, "NDCG@3": 0.41494, "NDCG@5": 0.409, "P@1": 0.38, "P@10": 0.372, "P@100": 0.1356, "P@3": 0.41333, "P@5": 0.4, "Recall@1": 0.02303, "Recall@10": 0.13825, "Recall@100": 0.35596, "Recall@3": 0.05205, "Recall@5": 0.07344}, "ria-news": {"MAP@1": 0.6665, "MAP@10": 0.74696, "MAP@100": 0.74989, "MAP@3": 0.73235, "MAP@5": 0.74171, "MRR@1": 0.6665, "MRR@10": 0.74696, "MRR@100": 0.74989, "MRR@3": 0.73235, "MRR@5": 0.74171, "NDCG@1": 0.6665, "NDCG@10": 0.78203, "NDCG@100": 0.79607, "NDCG@3": 0.75264, "NDCG@5": 0.76946, "P@1": 0.6665, "P@10": 0.08903, "P@100": 0.00956, "P@3": 0.27033, "P@5": 0.17034, "Recall@1": 0.6665, "Recall@10": 0.8903, "Recall@100": 0.9555, "Recall@3": 0.811, "Recall@5": 0.8517}, "ru-facts": {"MAP@1": 0.82195, "MAP@10": 0.90375, "MAP@100": 0.90395, "MAP@3": 0.90235, "MAP@5": 0.90349, "MRR@1": 0.83311, "MRR@10": 0.90957, "MRR@100": 0.90969, "MRR@3": 0.90815, "MRR@5": 0.90929, "NDCG@1": 0.82195, "NDCG@10": 0.92792, "NDCG@100": 0.92861, "NDCG@3": 0.92528, "NDCG@5": 0.92732, "P@1": 0.82195, "P@10": 0.09973, "P@100": 0.01, "P@3": 0.33021, "P@5": 0.19911, "Recall@1": 0.82195, "Recall@10": 0.99732, "Recall@100": 1.0, "Recall@3": 0.99063, "Recall@5": 0.99554}, "rubq": {"MAP@1": 0.38161, "MAP@10": 0.58253, "MAP@100": 0.59313, "MAP@3": 0.52519, "MAP@5": 0.56214, "MRR@1": 0.54728, "MRR@10": 0.66969, "MRR@100": 0.67383, "MRR@3": 0.64638, "MRR@5": 0.66133, "NDCG@1": 0.54728, "NDCG@10": 0.66433, "NDCG@100": 0.69949, "NDCG@3": 0.58661, "NDCG@5": 0.62919, "P@1": 0.54728, "P@10": 0.13322, "P@100": 0.01585, "P@3": 0.32368, "P@5": 0.23156, "Recall@1": 0.38161, "Recall@10": 0.81296, "Recall@100": 0.94952, "Recall@3": 0.6234, "Recall@5": 0.72167}, "rus-arguana": {"MAP@1": 0.24964, "MAP@10": 0.40321, "MAP@100": 0.41398, "MAP@3": 0.35111, "MAP@5": 0.38063, "MRR@1": 0.25249, "MRR@10": 0.40388, "MRR@100": 0.41473, "MRR@3": 0.35171, "MRR@5": 0.38151, "NDCG@1": 0.24964, "NDCG@10": 0.4931, "NDCG@100": 0.53861, "NDCG@3": 0.38525, "NDCG@5": 0.43851, "P@1": 0.24964, "P@10": 0.07824, "P@100": 0.0098, "P@3": 0.16145, "P@5": 0.12276, "Recall@1": 0.24964, "Recall@10": 0.78236, "Recall@100": 0.98009, "Recall@3": 0.48435, "Recall@5": 0.6138}, "rus-cqadupstack": {"MAP@1": 0.17797, "MAP@10": 0.24025, "MAP@100": 0.24963, "MAP@3": 0.22025, "MAP@5": 0.2313, "MRR@1": 0.21369, "MRR@10": 0.27495, "MRR@100": 0.28272, "MRR@3": 0.2565, "MRR@5": 0.26701, "NDCG@1": 0.21377, "NDCG@10": 0.27994, "NDCG@100": 0.32371, "NDCG@3": 0.2449, "NDCG@5": 0.26119, "P@1": 0.21377, "P@10": 0.04935, "P@100": 0.00835, "P@3": 0.11312, "P@5": 0.08075, "Recall@1": 0.17797, "Recall@10": 0.36465, "Recall@100": 0.561, "Recall@3": 0.26537, "Recall@5": 0.30778}, "rus-fiqa": {"MAP@1": 0.17843, "MAP@10": 0.26079, "MAP@100": 0.27704, "MAP@3": 0.23199, "MAP@5": 0.24863, "MRR@1": 0.334, "MRR@10": 0.4014, "MRR@100": 0.40992, "MRR@3": 0.384, "MRR@5": 0.3919, "NDCG@1": 0.334, "NDCG@10": 0.32396, "NDCG@100": 0.38847, "NDCG@3": 0.29973, "NDCG@5": 0.30557, "P@1": 0.334, "P@10": 0.0844, "P@100": 0.0152, "P@3": 0.18533, "P@5": 0.1348, "Recall@1": 0.17843, "Recall@10": 0.37236, "Recall@100": 0.61986, "Recall@3": 0.27011, "Recall@5": 0.31326}, "rus-miracl": {"MAP@1": 0.23662, "MAP@10": 0.42762, "MAP@100": 0.45601, "MAP@3": 0.35839, "MAP@5": 0.39444, "MRR@1": 0.49281, "MRR@10": 0.6207, "MRR@100": 0.62544, "MRR@3": 0.59345, "MRR@5": 0.6113, "NDCG@1": 0.49281, "NDCG@10": 0.5349, "NDCG@100": 0.6102, "NDCG@3": 0.47491, "NDCG@5": 0.49387, "P@1": 0.49281, "P@10": 0.16206, "P@100": 0.0247, "P@3": 0.32614, "P@5": 0.24968, "Recall@1": 0.23662, "Recall@10": 0.63957, "Recall@100": 0.88612, "Recall@3": 0.4365, "Recall@5": 0.52495}, "rus-mmarco": {"MAP@1": 0.08951, "MAP@10": 0.15698, "MAP@100": 0.16795, "MAP@3": 0.13204, "MAP@5": 0.14567, "MRR@1": 0.09241, "MRR@10": 0.16077, "MRR@100": 0.17156, "MRR@3": 0.13579, "MRR@5": 0.14938, "NDCG@1": 0.09241, "NDCG@10": 0.19931, "NDCG@100": 0.2567, "NDCG@3": 0.14753, "NDCG@5": 0.17201, "P@1": 0.09241, "P@10": 0.03464, "P@100": 0.0064, "P@3": 0.06566, "P@5": 0.05181, "Recall@1": 0.08951, "Recall@10": 0.33124, "Recall@100": 0.60591, "Recall@3": 0.1888, "Recall@5": 0.24778}, "rus-nfcorpus": {"MAP@1": 0.05047, "MAP@10": 0.10006, "MAP@100": 0.1228, "MAP@3": 0.0754, "MAP@5": 0.08651, "MRR@1": 0.39628, "MRR@10": 0.4787, "MRR@100": 0.48576, "MRR@3": 0.46233, "MRR@5": 0.47301, "NDCG@1": 0.37152, "NDCG@10": 0.27154, "NDCG@100": 0.25288, "NDCG@3": 0.32472, "NDCG@5": 0.30197, "P@1": 0.39628, "P@10": 0.19505, "P@100": 0.06313, "P@3": 0.30444, "P@5": 0.25759, "Recall@1": 0.05047, "Recall@10": 0.13099, "Recall@100": 0.25742, "Recall@3": 0.08359, "Recall@5": 0.10333}, "rus-quora": {"MAP@1": 0.49472, "MAP@10": 0.62402, "MAP@100": 0.63382, "MAP@3": 0.5896, "MAP@5": 0.60959, "MRR@1": 0.571, "MRR@10": 0.65941, "MRR@100": 0.66435, "MRR@3": 0.6376, "MRR@5": 0.6507, "NDCG@1": 0.5716, "NDCG@10": 0.67826, "NDCG@100": 0.71167, "NDCG@3": 0.62855, "NDCG@5": 0.65298, "P@1": 0.5716, "P@10": 0.1085, "P@100": 0.01369, "P@3": 0.27907, "P@5": 0.18992, "Recall@1": 0.49472, "Recall@10": 0.80048, "Recall@100": 0.93464, "Recall@3": 0.6641, "Recall@5": 0.72743}, "rus-scidocs": {"MAP@1": 0.03293, "MAP@10": 0.08219, "MAP@100": 0.09687, "MAP@3": 0.05945, "MAP@5": 0.0707, "MRR@1": 0.161, "MRR@10": 0.25172, "MRR@100": 0.26263, "MRR@3": 0.22383, "MRR@5": 0.23758, "NDCG@1": 0.161, "NDCG@10": 0.14327, "NDCG@100": 0.20663, "NDCG@3": 0.13458, "NDCG@5": 0.11789, "P@1": 0.161, "P@10": 0.0746, "P@100": 0.01667, "P@3": 0.126, "P@5": 0.1036, "Recall@1": 0.03293, "Recall@10": 0.15198, "Recall@100": 0.33895, "Recall@3": 0.07718, "Recall@5": 0.10533}, "rus-scifact": {"MAP@1": 0.39067, "MAP@10": 0.48875, "MAP@100": 0.4969, "MAP@3": 0.46025, "MAP@5": 0.47796, "MRR@1": 0.41333, "MRR@10": 0.50286, "MRR@100": 0.50964, "MRR@3": 0.48, "MRR@5": 0.49367, "NDCG@1": 0.41333, "NDCG@10": 0.53671, "NDCG@100": 0.57443, "NDCG@3": 0.48648, "NDCG@5": 0.51328, "P@1": 0.41333, "P@10": 0.076, "P@100": 0.00957, "P@3": 0.19444, "P@5": 0.13467, "Recall@1": 0.39067, "Recall@10": 0.66944, "Recall@100": 0.84189, "Recall@3": 0.53733, "Recall@5": 0.60156}, "rus-touche": {"MAP@1": 0.02529, "MAP@10": 0.09423, "MAP@100": 0.14233, "MAP@3": 0.05771, "MAP@5": 0.06916, "MRR@1": 0.34694, "MRR@10": 0.50326, "MRR@100": 0.51137, "MRR@3": 0.48299, "MRR@5": 0.49524, "NDCG@1": 0.31633, "NDCG@10": 0.24426, "NDCG@100": 0.34702, "NDCG@3": 0.32134, "NDCG@5": 0.27428, "P@1": 0.34694, "P@10": 0.20612, "P@100": 0.07041, "P@3": 0.33333, "P@5": 0.26122, "Recall@1": 0.02529, "Recall@10": 0.14762, "Recall@100": 0.43063, "Recall@3": 0.07166, "Recall@5": 0.09173}, "rus-trec-covid": {"MAP@1": 0.0023, "MAP@10": 0.01633, "MAP@100": 0.08672, "MAP@3": 0.0058, "MAP@5": 0.0091, "MRR@1": 0.82, "MRR@10": 0.89333, "MRR@100": 0.89386, "MRR@3": 0.89333, "MRR@5": 0.89333, "NDCG@1": 0.76, "NDCG@10": 0.68109, "NDCG@100": 0.48952, "NDCG@3": 0.73989, "NDCG@5": 0.71964, "P@1": 0.82, "P@10": 0.708, "P@100": 0.4956, "P@3": 0.78, "P@5": 0.756, "Recall@1": 0.0023, "Recall@10": 0.01813, "Recall@100": 0.11666, "Recall@3": 0.00608, "Recall@5": 0.00981}, "rus-tydiqa": {"MAP@1": 0.29561, "MAP@10": 0.4413, "MAP@100": 0.4503, "MAP@3": 0.40393, "MAP@5": 0.42639, "MRR@1": 0.31497, "MRR@10": 0.46036, "MRR@100": 0.46748, "MRR@3": 0.42915, "MRR@5": 0.44791, "NDCG@1": 0.32444, "NDCG@10": 0.51359, "NDCG@100": 0.55645, "NDCG@3": 0.44294, "NDCG@5": 0.48035, "P@1": 0.32444, "P@10": 0.08107, "P@100": 0.01053, "P@3": 0.1965, "P@5": 0.13838, "Recall@1": 0.29561, "Recall@10": 0.71113, "Recall@100": 0.90892, "Recall@3": 0.52725, "Recall@5": 0.61374}, "rus-xquad": {"MAP@1": 0.87563, "MAP@10": 0.91972, "MAP@100": 0.92032, "MAP@3": 0.91471, "MAP@5": 0.91828, "MRR@1": 0.87563, "MRR@10": 0.91972, "MRR@100": 0.92032, "MRR@3": 0.91471, "MRR@5": 0.91828, "NDCG@1": 0.87563, "NDCG@10": 0.93658, "NDCG@100": 0.93936, "NDCG@3": 0.92674, "NDCG@5": 0.93307, "P@1": 0.87563, "P@10": 0.09874, "P@100": 0.01, "P@3": 0.32045, "P@5": 0.19529, "Recall@1": 0.87563, "Recall@10": 0.98739, "Recall@100": 1.0, "Recall@3": 0.96134, "Recall@5": 0.97647}, "rus-xquad-sentences": {"MAP@1": 0.68866, "MAP@10": 0.78336, "MAP@100": 0.78534, "MAP@3": 0.76597, "MAP@5": 0.7784, "MRR@1": 0.68908, "MRR@10": 0.78366, "MRR@100": 0.78564, "MRR@3": 0.76639, "MRR@5": 0.77882, "NDCG@1": 0.68908, "NDCG@10": 0.82451, "NDCG@100": 0.83383, "NDCG@3": 0.79051, "NDCG@5": 0.81279, "P@1": 0.68908, "P@10": 0.09513, "P@100": 0.00994, "P@3": 0.28711, "P@5": 0.18303, "Recall@1": 0.68866, "Recall@10": 0.95042, "Recall@100": 0.99328, "Recall@3": 0.86092, "Recall@5": 0.91471}, "ruscibench-retrieval": {"MAP@1": 0.20222, "MAP@10": 0.34049, "MAP@100": 0.37811, "MAP@3": 0.28348, "MAP@5": 0.31244, "MRR@1": 0.54203, "MRR@10": 0.64242, "MRR@100": 0.64778, "MRR@3": 0.61884, "MRR@5": 0.63609, "NDCG@1": 0.54203, "NDCG@10": 0.44826, "NDCG@100": 0.54985, "NDCG@3": 0.45742, "NDCG@5": 0.43714, "P@1": 0.54203, "P@10": 0.17623, "P@100": 0.03284, "P@3": 0.34493, "P@5": 0.26667, "Recall@1": 0.20222, "Recall@10": 0.45848, "Recall@100": 0.74561, "Recall@3": 0.3223, "Recall@5": 0.38159}, "sberquad-retrieval": {"MAP@1": 0.19043, "MAP@10": 0.48321, "MAP@100": 0.48751, "MAP@3": 0.45949, "MAP@5": 0.47542, "MRR@1": 0.33479, "MRR@10": 0.55988, "MRR@100": 0.56398, "MRR@3": 0.53842, "MRR@5": 0.55235, "NDCG@1": 0.19043, "NDCG@10": 0.58168, "NDCG@100": 0.60191, "NDCG@3": 0.53477, "NDCG@5": 0.56314, "P@1": 0.19043, "P@10": 0.08735, "P@100": 0.00967, "P@3": 0.2496, "P@5": 0.16338, "Recall@1": 0.19043, "Recall@10": 0.87351, "Recall@100": 0.96684, "Recall@3": 0.74881, "Recall@5": 0.81692}, "wikifacts-articles": {"MAP@1": 0.37116, "MAP@10": 0.5291, "MAP@100": 0.5402, "MAP@3": 0.49064, "MAP@5": 0.51346, "MRR@1": 0.50182, "MRR@10": 0.61268, "MRR@100": 0.61816, "MRR@3": 0.59316, "MRR@5": 0.6045, "NDCG@1": 0.49088, "NDCG@10": 0.59793, "NDCG@100": 0.6403, "NDCG@3": 0.54066, "NDCG@5": 0.569, "P@1": 0.50219, "P@10": 0.10989, "P@100": 0.01404, "P@3": 0.28114, "P@5": 0.19263, "Recall@1": 0.37116, "Recall@10": 0.7244, "Recall@100": 0.90156, "Recall@3": 0.57845, "Recall@5": 0.64552}, "wikifacts-para": {"MAP@1": 0.17615, "MAP@10": 0.29095, "MAP@100": 0.30639, "MAP@3": 0.25255, "MAP@5": 0.27409, "MRR@1": 0.28677, "MRR@10": 0.39776, "MRR@100": 0.40638, "MRR@3": 0.36975, "MRR@5": 0.38685, "NDCG@1": 0.27922, "NDCG@10": 0.36597, "NDCG@100": 0.42582, "NDCG@3": 0.30887, "NDCG@5": 0.33485, "P@1": 0.28677, "P@10": 0.08868, "P@100": 0.01409, "P@3": 0.18731, "P@5": 0.14062, "Recall@1": 0.17615, "Recall@10": 0.47297, "Recall@100": 0.71013, "Recall@3": 0.32171, "Recall@5": 0.38997}, "wikifacts-sents": {"MAP@1": 0.07786, "MAP@10": 0.13268, "MAP@100": 0.14142, "MAP@3": 0.11544, "MAP@5": 0.12511, "MRR@1": 0.14415, "MRR@10": 0.21706, "MRR@100": 0.22501, "MRR@3": 0.19802, "MRR@5": 0.20897, "NDCG@1": 0.12661, "NDCG@10": 0.17773, "NDCG@100": 0.21777, "NDCG@3": 0.15063, "NDCG@5": 0.16245, "P@1": 0.13077, "P@10": 0.04728, "P@100": 0.00886, "P@3": 0.09694, "P@5": 0.07358, "Recall@1": 0.07786, "Recall@10": 0.22607, "Recall@100": 0.37791, "Recall@3": 0.1524, "Recall@5": 0.18504}, "wikifacts-window_2": {"MAP@1": 0.07042, "MAP@10": 0.16855, "MAP@100": 0.18858, "MAP@3": 0.12864, "MAP@5": 0.14948, "MRR@1": 0.2541, "MRR@10": 0.35656, "MRR@100": 0.36502, "MRR@3": 0.32966, "MRR@5": 0.34557, "NDCG@1": 0.24581, "NDCG@10": 0.2497, "NDCG@100": 0.31515, "NDCG@3": 0.22663, "NDCG@5": 0.23071, "P@1": 0.25355, "P@10": 0.11206, "P@100": 0.02189, "P@3": 0.19897, "P@5": 0.16138, "Recall@1": 0.07042, "Recall@10": 0.2755, "Recall@100": 0.48149, "Recall@3": 0.15873, "Recall@5": 0.2079}, "wikifacts-window_3": {"MAP@1": 0.05386, "MAP@10": 0.1706, "MAP@100": 0.20285, "MAP@3": 0.11624, "MAP@5": 0.1431, "MRR@1": 0.28532, "MRR@10": 0.38513, "MRR@100": 0.39345, "MRR@3": 0.35761, "MRR@5": 0.37336, "NDCG@1": 0.2776, "NDCG@10": 0.26394, "NDCG@100": 0.34533, "NDCG@3": 0.25042, "NDCG@5": 0.25191, "P@1": 0.28551, "P@10": 0.15565, "P@100": 0.03324, "P@3": 0.2498, "P@5": 0.21207, "Recall@1": 0.05386, "Recall@10": 0.26433, "Recall@100": 0.50361, "Recall@3": 0.13698, "Recall@5": 0.18862}, "wikifacts-window_4": {"MAP@1": 0.04346, "MAP@10": 0.16673, "MAP@100": 0.21089, "MAP@3": 0.10033, "MAP@5": 0.13261, "MRR@1": 0.30609, "MRR@10": 0.39791, "MRR@100": 0.40682, "MRR@3": 0.3696, "MRR@5": 0.38622, "NDCG@1": 0.29709, "NDCG@10": 0.27041, "NDCG@100": 0.36105, "NDCG@3": 0.27142, "NDCG@5": 0.26348, "P@1": 0.30627, "P@10": 0.18877, "P@100": 0.04382, "P@3": 0.2726, "P@5": 0.24516, "Recall@1": 0.04346, "Recall@10": 0.24746, "Recall@100": 0.50984, "Recall@3": 0.11463, "Recall@5": 0.16763}, "wikifacts-window_5": {"MAP@1": 0.03601, "MAP@10": 0.16082, "MAP@100": 0.21581, "MAP@3": 0.08673, "MAP@5": 0.12173, "MRR@1": 0.31351, "MRR@10": 0.40421, "MRR@100": 0.41302, "MRR@3": 0.37613, "MRR@5": 0.39125, "NDCG@1": 0.30381, "NDCG@10": 0.27516, "NDCG@100": 0.37076, "NDCG@3": 0.28597, "NDCG@5": 0.27023, "P@1": 0.31315, "P@10": 0.21681, "P@100": 0.05421, "P@3": 0.29042, "P@5": 0.26908, "Recall@1": 0.03601, "Recall@10": 0.2318, "Recall@100": 0.51093, "Recall@3": 0.09806, "Recall@5": 0.14986}, "wikifacts-window_6": {"MAP@1": 0.03162, "MAP@10": 0.15632, "MAP@100": 0.22137, "MAP@3": 0.07816, "MAP@5": 0.11254, "MRR@1": 0.32771, "MRR@10": 0.41647, "MRR@100": 0.42555, "MRR@3": 0.38922, "MRR@5": 0.40488, "NDCG@1": 0.317, "NDCG@10": 0.28388, "NDCG@100": 0.37921, "NDCG@3": 0.30084, "NDCG@5": 0.28719, "P@1": 0.32735, "P@10": 0.23869, "P@100": 0.06297, "P@3": 0.30654, "P@5": 0.28779, "Recall@1": 0.03162, "Recall@10": 0.21843, "Recall@100": 0.50955, "Recall@3": 0.08784, "Recall@5": 0.13617}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-06-30", "hardware": "cuda", "model_id": "intfloat/multilingual-e5-small", "model_name": "multilingual-e5-small", "notes": "", "organization": "intfloat", "runtime_seconds": 4160.87, "scores": {"average": {"MAP@1": 0.23758, "MAP@10": 0.33422, "MAP@100": 0.35686, "MAP@3": 0.30159, "MAP@5": 0.31851, "MRR@1": 0.40577, "MRR@10": 0.49669, "MRR@100": 0.50272, "MRR@3": 0.47614, "MRR@5": 0.48874, "NDCG@1": 0.39352, "NDCG@10": 0.43816, "NDCG@100": 0.46903, "NDCG@3": 0.42074, "NDCG@5": 0.42911, "P@1": 0.39948, "P@10": 0.14352, "P@100": 0.04456, "P@3": 0.25358, "P@5": 0.20177, "Recall@1": 0.23758, "Recall@10": 0.45939, "Recall@100": 0.62507, "Recall@3": 0.35595, "Recall@5": 0.40173}, "datasets": {"legal_search_2004": {"MAP@1": 0.06074, "MAP@10": 0.17595, "MAP@100": 0.27158, "MAP@3": 0.11458, "MAP@5": 0.14031, "MRR@1": 0.53846, "MRR@10": 0.60658, "MRR@100": 0.61024, "MRR@3": 0.60073, "MRR@5": 0.60073, "NDCG@1": 0.53846, "NDCG@10": 0.41458, "NDCG@100": 0.4286, "NDCG@3": 0.48732, "NDCG@5": 0.45642, "P@1": 0.53846, "P@10": 0.31978, "P@100": 0.1089, "P@3": 0.46154, "P@5": 0.4022, "Recall@1": 0.06074, "Recall@10": 0.21664, "Recall@100": 0.49539, "Recall@3": 0.12179, "Recall@5": 0.15482}, "legal_search_2007": {"MAP@1": 0.02545, "MAP@10": 0.08422, "MAP@100": 0.16834, "MAP@3": 0.04261, "MAP@5": 0.05971, "MRR@1": 0.42, "MRR@10": 0.55352, "MRR@100": 0.55695, "MRR@3": 0.52667, "MRR@5": 0.55067, "NDCG@1": 0.42, "NDCG@10": 0.32328, "NDCG@100": 0.33589, "NDCG@3": 0.36634, "NDCG@5": 0.36922, "P@1": 0.42, "P@10": 0.282, "P@100": 0.1306, "P@3": 0.34667, "P@5": 0.352, "Recall@1": 0.02545, "Recall@10": 0.11081, "Recall@100": 0.38093, "Recall@3": 0.05023, "Recall@5": 0.07735}, "ria-news": {"MAP@1": 0.5568, "MAP@10": 0.6521, "MAP@100": 0.65679, "MAP@3": 0.63307, "MAP@5": 0.6449, "MRR@1": 0.5566, "MRR@10": 0.65204, "MRR@100": 0.65673, "MRR@3": 0.633, "MRR@5": 0.64485, "NDCG@1": 0.5568, "NDCG@10": 0.69602, "NDCG@100": 0.71864, "NDCG@3": 0.65736, "NDCG@5": 0.67867, "P@1": 0.5568, "P@10": 0.08326, "P@100": 0.00938, "P@3": 0.2425, "P@5": 0.15584, "Recall@1": 0.5568, "Recall@10": 0.8326, "Recall@100": 0.9379, "Recall@3": 0.7275, "Recall@5": 0.7792}, "ru-facts": {"MAP@1": 0.82508, "MAP@10": 0.90667, "MAP@100": 0.90669, "MAP@3": 0.90555, "MAP@5": 0.90646, "MRR@1": 0.83846, "MRR@10": 0.91363, "MRR@100": 0.91365, "MRR@3": 0.91269, "MRR@5": 0.91342, "NDCG@1": 0.82508, "NDCG@10": 0.93057, "NDCG@100": 0.93073, "NDCG@3": 0.92846, "NDCG@5": 0.93011, "P@1": 0.82508, "P@10": 0.09991, "P@100": 0.01, "P@3": 0.33125, "P@5": 0.19955, "Recall@1": 0.82508, "Recall@10": 0.99911, "Recall@100": 1.0, "Recall@3": 0.99375, "Recall@5": 0.99777}, "rubq": {"MAP@1": 0.40692, "MAP@10": 0.59524, "MAP@100": 0.60524, "MAP@3": 0.54268, "MAP@5": 0.57397, "MRR@1": 0.58038, "MRR@10": 0.68877, "MRR@100": 0.69195, "MRR@3": 0.66568, "MRR@5": 0.68022, "NDCG@1": 0.58038, "NDCG@10": 0.67467, "NDCG@100": 0.70616, "NDCG@3": 0.60146, "NDCG@5": 0.63801, "P@1": 0.58038, "P@10": 0.13262, "P@100": 0.01558, "P@3": 0.32664, "P@5": 0.22896, "Recall@1": 0.40692, "Recall@10": 0.81185, "Recall@100": 0.93361, "Recall@3": 0.62855, "Recall@5": 0.71655}, "rus-arguana": {"MAP@1": 0.18634, "MAP@10": 0.311, "MAP@100": 0.32468, "MAP@3": 0.26897, "MAP@5": 0.2924, "MRR@1": 0.1899, "MRR@10": 0.31213, "MRR@100": 0.32587, "MRR@3": 0.27039, "MRR@5": 0.29372, "NDCG@1": 0.18634, "NDCG@10": 0.3836, "NDCG@100": 0.44643, "NDCG@3": 0.2963, "NDCG@5": 0.33866, "P@1": 0.18634, "P@10": 0.06174, "P@100": 0.00903, "P@3": 0.12518, "P@5": 0.09573, "Recall@1": 0.18634, "Recall@10": 0.61735, "Recall@100": 0.90327, "Recall@3": 0.37553, "Recall@5": 0.47866}, "rus-cqadupstack": {"MAP@1": 0.17858, "MAP@10": 0.23802, "MAP@100": 0.24601, "MAP@3": 0.22073, "MAP@5": 0.2303, "MRR@1": 0.21445, "MRR@10": 0.27202, "MRR@100": 0.27894, "MRR@3": 0.25578, "MRR@5": 0.26479, "NDCG@1": 0.21453, "NDCG@10": 0.27461, "NDCG@100": 0.31306, "NDCG@3": 0.24461, "NDCG@5": 0.25816, "P@1": 0.21453, "P@10": 0.04696, "P@100": 0.00767, "P@3": 0.11226, "P@5": 0.07842, "Recall@1": 0.17858, "Recall@10": 0.35133, "Recall@100": 0.52469, "Recall@3": 0.26472, "Recall@5": 0.30129}, "rus-fiqa": {"MAP@1": 0.13566, "MAP@10": 0.19935, "MAP@100": 0.21397, "MAP@3": 0.17226, "MAP@5": 0.18705, "MRR@1": 0.244, "MRR@10": 0.32054, "MRR@100": 0.32984, "MRR@3": 0.296, "MRR@5": 0.3113, "NDCG@1": 0.244, "NDCG@10": 0.25959, "NDCG@100": 0.32094, "NDCG@3": 0.22472, "NDCG@5": 0.23882, "P@1": 0.244, "P@10": 0.0704, "P@100": 0.01336, "P@3": 0.142, "P@5": 0.1096, "Recall@1": 0.13566, "Recall@10": 0.31678, "Recall@100": 0.55156, "Recall@3": 0.20439, "Recall@5": 0.25368}, "rus-miracl": {"MAP@1": 0.27806, "MAP@10": 0.47593, "MAP@100": 0.50504, "MAP@3": 0.40657, "MAP@5": 0.44311, "MRR@1": 0.5607, "MRR@10": 0.67571, "MRR@100": 0.6797, "MRR@3": 0.65176, "MRR@5": 0.66538, "NDCG@1": 0.5607, "NDCG@10": 0.58132, "NDCG@100": 0.65631, "NDCG@3": 0.52779, "NDCG@5": 0.54165, "P@1": 0.5607, "P@10": 0.16981, "P@100": 0.0257, "P@3": 0.35676, "P@5": 0.26661, "Recall@1": 0.27806, "Recall@10": 0.67887, "Recall@100": 0.9187, "Recall@3": 0.47835, "Recall@5": 0.5625}, "rus-mmarco": {"MAP@1": 0.14314, "MAP@10": 0.23374, "MAP@100": 0.24516, "MAP@3": 0.203, "MAP@5": 0.22101, "MRR@1": 0.14713, "MRR@10": 0.23785, "MRR@100": 0.24903, "MRR@3": 0.20712, "MRR@5": 0.2252, "NDCG@1": 0.14728, "NDCG@10": 0.28685, "NDCG@100": 0.34481, "NDCG@3": 0.22388, "NDCG@5": 0.25612, "P@1": 0.14728, "P@10": 0.04709, "P@100": 0.00766, "P@3": 0.0968, "P@5": 0.07424, "Recall@1": 0.14314, "Recall@10": 0.45161, "Recall@100": 0.72529, "Recall@3": 0.28027, "Recall@5": 0.35759}, "rus-nfcorpus": {"MAP@1": 0.04307, "MAP@10": 0.09218, "MAP@100": 0.11297, "MAP@3": 0.06908, "MAP@5": 0.08097, "MRR@1": 0.37461, "MRR@10": 0.44712, "MRR@100": 0.45594, "MRR@3": 0.42518, "MRR@5": 0.44112, "NDCG@1": 0.35759, "NDCG@10": 0.26465, "NDCG@100": 0.24177, "NDCG@3": 0.31256, "NDCG@5": 0.29876, "P@1": 0.36842, "P@10": 0.19505, "P@100": 0.06062, "P@3": 0.29102, "P@5": 0.26192, "Recall@1": 0.04307, "Recall@10": 0.12205, "Recall@100": 0.25263, "Recall@3": 0.07812, "Recall@5": 0.09903}, "rus-quora": {"MAP@1": 0.56195, "MAP@10": 0.694, "MAP@100": 0.7024, "MAP@3": 0.66025, "MAP@5": 0.67988, "MRR@1": 0.647, "MRR@10": 0.73232, "MRR@100": 0.73576, "MRR@3": 0.71343, "MRR@5": 0.72515, "NDCG@1": 0.647, "NDCG@10": 0.74642, "NDCG@100": 0.77272, "NDCG@3": 0.70146, "NDCG@5": 0.72351, "P@1": 0.647, "P@10": 0.11686, "P@100": 0.01411, "P@3": 0.30847, "P@5": 0.20716, "Recall@1": 0.56195, "Recall@10": 0.85905, "Recall@100": 0.96163, "Recall@3": 0.73391, "Recall@5": 0.79329}, "rus-scidocs": {"MAP@1": 0.02015, "MAP@10": 0.04769, "MAP@100": 0.05749, "MAP@3": 0.03467, "MAP@5": 0.04146, "MRR@1": 0.099, "MRR@10": 0.15851, "MRR@100": 0.17074, "MRR@3": 0.13617, "MRR@5": 0.14782, "NDCG@1": 0.099, "NDCG@10": 0.08692, "NDCG@100": 0.13927, "NDCG@3": 0.0801, "NDCG@5": 0.0714, "P@1": 0.099, "P@10": 0.0456, "P@100": 0.01235, "P@3": 0.07433, "P@5": 0.0632, "Recall@1": 0.02015, "Recall@10": 0.09225, "Recall@100": 0.25028, "Recall@3": 0.0452, "Recall@5": 0.06395}, "rus-scifact": {"MAP@1": 0.4665, "MAP@10": 0.56332, "MAP@100": 0.56834, "MAP@3": 0.53863, "MAP@5": 0.55344, "MRR@1": 0.49333, "MRR@10": 0.57953, "MRR@100": 0.58366, "MRR@3": 0.55889, "MRR@5": 0.57122, "NDCG@1": 0.49333, "NDCG@10": 0.61057, "NDCG@100": 0.63596, "NDCG@3": 0.56696, "NDCG@5": 0.58932, "P@1": 0.49333, "P@10": 0.08233, "P@100": 0.00963, "P@3": 0.22333, "P@5": 0.148, "Recall@1": 0.4665, "Recall@10": 0.73956, "Recall@100": 0.85967, "Recall@3": 0.62317, "Recall@5": 0.67872}, "rus-touche": {"MAP@1": 0.02579, "MAP@10": 0.09387, "MAP@100": 0.13698, "MAP@3": 0.04738, "MAP@5": 0.06645, "MRR@1": 0.34694, "MRR@10": 0.48236, "MRR@100": 0.49214, "MRR@3": 0.44558, "MRR@5": 0.46905, "NDCG@1": 0.27551, "NDCG@10": 0.22807, "NDCG@100": 0.3155, "NDCG@3": 0.24668, "NDCG@5": 0.23634, "P@1": 0.34694, "P@10": 0.21429, "P@100": 0.06551, "P@3": 0.27891, "P@5": 0.24898, "Recall@1": 0.02579, "Recall@10": 0.15423, "Recall@100": 0.40483, "Recall@3": 0.05986, "Recall@5": 0.09353}, "rus-trec-covid": {"MAP@1": 0.00228, "MAP@10": 0.01823, "MAP@100": 0.09415, "MAP@3": 0.00609, "MAP@5": 0.00981, "MRR@1": 0.88, "MRR@10": 0.92567, "MRR@100": 0.92567, "MRR@3": 0.91667, "MRR@5": 0.92567, "NDCG@1": 0.84, "NDCG@10": 0.75702, "NDCG@100": 0.53188, "NDCG@3": 0.79346, "NDCG@5": 0.78797, "P@1": 0.88, "P@10": 0.792, "P@100": 0.534, "P@3": 0.83333, "P@5": 0.832, "Recall@1": 0.00228, "Recall@10": 0.02042, "Recall@100": 0.12614, "Recall@3": 0.00631, "Recall@5": 0.0106}, "rus-tydiqa": {"MAP@1": 0.33964, "MAP@10": 0.4771, "MAP@100": 0.48667, "MAP@3": 0.43809, "MAP@5": 0.46307, "MRR@1": 0.36747, "MRR@10": 0.50138, "MRR@100": 0.50862, "MRR@3": 0.46931, "MRR@5": 0.4903, "NDCG@1": 0.36833, "NDCG@10": 0.54723, "NDCG@100": 0.58934, "NDCG@3": 0.47459, "NDCG@5": 0.5162, "P@1": 0.36833, "P@10": 0.08434, "P@100": 0.01071, "P@3": 0.20453, "P@5": 0.1463, "Recall@1": 0.33964, "Recall@10": 0.73709, "Recall@100": 0.92527, "Recall@3": 0.55092, "Recall@5": 0.6463}, "rus-xquad": {"MAP@1": 0.9, "MAP@10": 0.93949, "MAP@100": 0.93967, "MAP@3": 0.93599, "MAP@5": 0.93868, "MRR@1": 0.9, "MRR@10": 0.93949, "MRR@100": 0.93967, "MRR@3": 0.93599, "MRR@5": 0.93868, "NDCG@1": 0.9, "NDCG@10": 0.95368, "NDCG@100": 0.95458, "NDCG@3": 0.94709, "NDCG@5": 0.95176, "P@1": 0.9, "P@10": 0.09958, "P@100": 0.01, "P@3": 0.32633, "P@5": 0.19798, "Recall@1": 0.9, "Recall@10": 0.9958, "Recall@100": 1.0, "Recall@3": 0.97899, "Recall@5": 0.98992}, "rus-xquad-sentences": {"MAP@1": 0.73571, "MAP@10": 0.81699, "MAP@100": 0.81888, "MAP@3": 0.80266, "MAP@5": 0.81199, "MRR@1": 0.73613, "MRR@10": 0.81741, "MRR@100": 0.81925, "MRR@3": 0.80308, "MRR@5": 0.81241, "NDCG@1": 0.73613, "NDCG@10": 0.85142, "NDCG@100": 0.85915, "NDCG@3": 0.82302, "NDCG@5": 0.83955, "P@1": 0.73613, "P@10": 0.09571, "P@100": 0.00991, "P@3": 0.29384, "P@5": 0.1842, "Recall@1": 0.73571, "Recall@10": 0.95672, "Recall@100": 0.98992, "Recall@3": 0.88109, "Recall@5": 0.92059}, "ruscibench-retrieval": {"MAP@1": 0.19036, "MAP@10": 0.32199, "MAP@100": 0.36231, "MAP@3": 0.2601, "MAP@5": 0.28709, "MRR@1": 0.51014, "MRR@10": 0.62891, "MRR@100": 0.6347, "MRR@3": 0.60918, "MRR@5": 0.62005, "NDCG@1": 0.51014, "NDCG@10": 0.43528, "NDCG@100": 0.54118, "NDCG@3": 0.43512, "NDCG@5": 0.4132, "P@1": 0.51014, "P@10": 0.17768, "P@100": 0.03339, "P@3": 0.32947, "P@5": 0.25449, "Recall@1": 0.19036, "Recall@10": 0.45526, "Recall@100": 0.75486, "Recall@3": 0.29819, "Recall@5": 0.35653}, "sberquad-retrieval": {"MAP@1": 0.19738, "MAP@10": 0.5049, "MAP@100": 0.50847, "MAP@3": 0.48236, "MAP@5": 0.49834, "MRR@1": 0.35385, "MRR@10": 0.58719, "MRR@100": 0.59065, "MRR@3": 0.56702, "MRR@5": 0.58082, "NDCG@1": 0.19738, "NDCG@10": 0.6051, "NDCG@100": 0.62169, "NDCG@3": 0.56118, "NDCG@5": 0.58967, "P@1": 0.19738, "P@10": 0.09001, "P@100": 0.00976, "P@3": 0.26165, "P@5": 0.17069, "Recall@1": 0.19738, "Recall@10": 0.90012, "Recall@100": 0.97597, "Recall@3": 0.78495, "Recall@5": 0.85346}, "wikifacts-articles": {"MAP@1": 0.31131, "MAP@10": 0.44688, "MAP@100": 0.45912, "MAP@3": 0.40632, "MAP@5": 0.42898, "MRR@1": 0.42299, "MRR@10": 0.5264, "MRR@100": 0.53356, "MRR@3": 0.50201, "MRR@5": 0.51517, "NDCG@1": 0.41527, "NDCG@10": 0.51698, "NDCG@100": 0.56525, "NDCG@3": 0.45188, "NDCG@5": 0.48227, "P@1": 0.42464, "P@10": 0.09834, "P@100": 0.01324, "P@3": 0.23431, "P@5": 0.16489, "Recall@1": 0.31131, "Recall@10": 0.64625, "Recall@100": 0.85022, "Recall@3": 0.47897, "Recall@5": 0.55048}, "wikifacts-para": {"MAP@1": 0.0825, "MAP@10": 0.13467, "MAP@100": 0.14368, "MAP@3": 0.11704, "MAP@5": 0.12629, "MRR@1": 0.13436, "MRR@10": 0.19604, "MRR@100": 0.20328, "MRR@3": 0.17943, "MRR@5": 0.18844, "NDCG@1": 0.13068, "NDCG@10": 0.17507, "NDCG@100": 0.21768, "NDCG@3": 0.1461, "NDCG@5": 0.15782, "P@1": 0.13436, "P@10": 0.04324, "P@100": 0.008, "P@3": 0.08939, "P@5": 0.06678, "Recall@1": 0.0825, "Recall@10": 0.22947, "Recall@100": 0.40532, "Recall@3": 0.15144, "Recall@5": 0.18263}, "wikifacts-sents": {"MAP@1": 0.04451, "MAP@10": 0.07131, "MAP@100": 0.07482, "MAP@3": 0.06319, "MAP@5": 0.06782, "MRR@1": 0.08302, "MRR@10": 0.12125, "MRR@100": 0.1257, "MRR@3": 0.11054, "MRR@5": 0.11656, "NDCG@1": 0.07343, "NDCG@10": 0.09587, "NDCG@100": 0.11491, "NDCG@3": 0.08249, "NDCG@5": 0.0881, "P@1": 0.07705, "P@10": 0.02411, "P@100": 0.0043, "P@3": 0.05155, "P@5": 0.03831, "Recall@1": 0.04451, "Recall@10": 0.12111, "Recall@100": 0.19516, "Recall@3": 0.08259, "Recall@5": 0.09959}, "wikifacts-window_2": {"MAP@1": 0.04628, "MAP@10": 0.1039, "MAP@100": 0.11354, "MAP@3": 0.08267, "MAP@5": 0.09454, "MRR@1": 0.16849, "MRR@10": 0.23851, "MRR@100": 0.24518, "MRR@3": 0.22137, "MRR@5": 0.2314, "NDCG@1": 0.1622, "NDCG@10": 0.15695, "NDCG@100": 0.19428, "NDCG@3": 0.1474, "NDCG@5": 0.14825, "P@1": 0.16648, "P@10": 0.06721, "P@100": 0.01261, "P@3": 0.12811, "P@5": 0.10153, "Recall@1": 0.04628, "Recall@10": 0.16805, "Recall@100": 0.28934, "Recall@3": 0.10378, "Recall@5": 0.13297}, "wikifacts-window_3": {"MAP@1": 0.03857, "MAP@10": 0.11827, "MAP@100": 0.13686, "MAP@3": 0.08357, "MAP@5": 0.10153, "MRR@1": 0.20404, "MRR@10": 0.28291, "MRR@100": 0.29043, "MRR@3": 0.26132, "MRR@5": 0.27412, "NDCG@1": 0.19804, "NDCG@10": 0.18646, "NDCG@100": 0.23995, "NDCG@3": 0.18055, "NDCG@5": 0.18119, "P@1": 0.20367, "P@10": 0.10767, "P@100": 0.02239, "P@3": 0.18046, "P@5": 0.15163, "Recall@1": 0.03857, "Recall@10": 0.18412, "Recall@100": 0.34339, "Recall@3": 0.09971, "Recall@5": 0.13576}, "wikifacts-window_4": {"MAP@1": 0.03346, "MAP@10": 0.12603, "MAP@100": 0.15434, "MAP@3": 0.0777, "MAP@5": 0.1018, "MRR@1": 0.23597, "MRR@10": 0.31736, "MRR@100": 0.3252, "MRR@3": 0.29391, "MRR@5": 0.30776, "NDCG@1": 0.23043, "NDCG@10": 0.2093, "NDCG@100": 0.27156, "NDCG@3": 0.21345, "NDCG@5": 0.20665, "P@1": 0.2376, "P@10": 0.14476, "P@100": 0.03211, "P@3": 0.21562, "P@5": 0.1927, "Recall@1": 0.03346, "Recall@10": 0.1899, "Recall@100": 0.37651, "Recall@3": 0.09017, "Recall@5": 0.1311}, "wikifacts-window_5": {"MAP@1": 0.02781, "MAP@10": 0.12569, "MAP@100": 0.16379, "MAP@3": 0.06813, "MAP@5": 0.09593, "MRR@1": 0.24968, "MRR@10": 0.33372, "MRR@100": 0.34214, "MRR@3": 0.30925, "MRR@5": 0.32345, "NDCG@1": 0.24152, "NDCG@10": 0.22113, "NDCG@100": 0.28943, "NDCG@3": 0.23112, "NDCG@5": 0.21906, "P@1": 0.2495, "P@10": 0.17398, "P@100": 0.04165, "P@3": 0.23566, "P@5": 0.21933, "Recall@1": 0.02781, "Recall@10": 0.18571, "Recall@100": 0.39227, "Recall@3": 0.07899, "Recall@5": 0.12126}, "wikifacts-window_6": {"MAP@1": 0.02578, "MAP@10": 0.12369, "MAP@100": 0.17109, "MAP@3": 0.06224, "MAP@5": 0.0894, "MRR@1": 0.27037, "MRR@10": 0.35501, "MRR@100": 0.36365, "MRR@3": 0.32986, "MRR@5": 0.34397, "NDCG@1": 0.26248, "NDCG@10": 0.23337, "NDCG@100": 0.30406, "NDCG@3": 0.24808, "NDCG@5": 0.23736, "P@1": 0.27128, "P@10": 0.19581, "P@100": 0.04996, "P@3": 0.25186, "P@5": 0.23814, "Recall@1": 0.02578, "Recall@10": 0.17822, "Recall@100": 0.40226, "Recall@3": 0.07125, "Recall@5": 0.11114}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-06-30", "hardware": "cuda", "model_id": "deepvk/USER-bge-m3", "model_name": "USER-bge-m3", "notes": "", "organization": "deepvk", "runtime_seconds": 19692.2, "scores": {"average": {"MAP@1": 0.2668, "MAP@10": 0.38346, "MAP@100": 0.40937, "MAP@3": 0.34357, "MAP@5": 0.36416, "MRR@1": 0.45814, "MRR@10": 0.55568, "MRR@100": 0.56136, "MRR@3": 0.53428, "MRR@5": 0.5471, "NDCG@1": 0.43493, "NDCG@10": 0.49072, "NDCG@100": 0.52842, "NDCG@3": 0.47089, "NDCG@5": 0.4779, "P@1": 0.44061, "P@10": 0.15968, "P@100": 0.04694, "P@3": 0.28675, "P@5": 0.22463, "Recall@1": 0.2668, "Recall@10": 0.51808, "Recall@100": 0.68901, "Recall@3": 0.40247, "Recall@5": 0.45368}, "datasets": {"legal_search_2004": {"MAP@1": 0.05551, "MAP@10": 0.18275, "MAP@100": 0.28461, "MAP@3": 0.11738, "MAP@5": 0.13885, "MRR@1": 0.47253, "MRR@10": 0.57016, "MRR@100": 0.57489, "MRR@3": 0.55678, "MRR@5": 0.56722, "NDCG@1": 0.47253, "NDCG@10": 0.41842, "NDCG@100": 0.44619, "NDCG@3": 0.4705, "NDCG@5": 0.43576, "P@1": 0.47253, "P@10": 0.33516, "P@100": 0.11022, "P@3": 0.45055, "P@5": 0.38242, "Recall@1": 0.05551, "Recall@10": 0.22928, "Recall@100": 0.53481, "Recall@3": 0.1308, "Recall@5": 0.16104}, "legal_search_2007": {"MAP@1": 0.02644, "MAP@10": 0.0927, "MAP@100": 0.19217, "MAP@3": 0.04642, "MAP@5": 0.06235, "MRR@1": 0.4, "MRR@10": 0.50111, "MRR@100": 0.50763, "MRR@3": 0.48, "MRR@5": 0.49, "NDCG@1": 0.4, "NDCG@10": 0.34644, "NDCG@100": 0.3504, "NDCG@3": 0.38757, "NDCG@5": 0.36509, "P@1": 0.4, "P@10": 0.314, "P@100": 0.1364, "P@3": 0.38, "P@5": 0.344, "Recall@1": 0.02644, "Recall@10": 0.11741, "Recall@100": 0.39143, "Recall@3": 0.05257, "Recall@5": 0.07424}, "ria-news": {"MAP@1": 0.7377, "MAP@10": 0.80609, "MAP@100": 0.80812, "MAP@3": 0.79538, "MAP@5": 0.80196, "MRR@1": 0.7377, "MRR@10": 0.80609, "MRR@100": 0.80812, "MRR@3": 0.79538, "MRR@5": 0.80196, "NDCG@1": 0.7377, "NDCG@10": 0.83471, "NDCG@100": 0.84426, "NDCG@3": 0.813, "NDCG@5": 0.82481, "P@1": 0.7377, "P@10": 0.09226, "P@100": 0.00967, "P@3": 0.28787, "P@5": 0.17844, "Recall@1": 0.7377, "Recall@10": 0.9226, "Recall@100": 0.9666, "Recall@3": 0.8636, "Recall@5": 0.8922}, "ru-facts": {"MAP@1": 0.82552, "MAP@10": 0.90731, "MAP@100": 0.90731, "MAP@3": 0.90629, "MAP@5": 0.90718, "MRR@1": 0.81794, "MRR@10": 0.90329, "MRR@100": 0.90329, "MRR@3": 0.90228, "MRR@5": 0.90317, "NDCG@1": 0.82552, "NDCG@10": 0.93128, "NDCG@100": 0.93128, "NDCG@3": 0.92935, "NDCG@5": 0.93099, "P@1": 0.82552, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3317, "P@5": 0.19982, "Recall@1": 0.82552, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99509, "Recall@5": 0.99911}, "rubq": {"MAP@1": 0.43218, "MAP@10": 0.62628, "MAP@100": 0.63524, "MAP@3": 0.57439, "MAP@5": 0.60794, "MRR@1": 0.61525, "MRR@10": 0.7194, "MRR@100": 0.72238, "MRR@3": 0.70075, "MRR@5": 0.71248, "NDCG@1": 0.61525, "NDCG@10": 0.70225, "NDCG@100": 0.73125, "NDCG@3": 0.63406, "NDCG@5": 0.67108, "P@1": 0.61525, "P@10": 0.13576, "P@100": 0.01572, "P@3": 0.34161, "P@5": 0.24019, "Recall@1": 0.43218, "Recall@10": 0.82911, "Recall@100": 0.94253, "Recall@3": 0.66296, "Recall@5": 0.74844}, "rus-arguana": {"MAP@1": 0.2155, "MAP@10": 0.37199, "MAP@100": 0.38435, "MAP@3": 0.32112, "MAP@5": 0.34996, "MRR@1": 0.21479, "MRR@10": 0.37164, "MRR@100": 0.384, "MRR@3": 0.32077, "MRR@5": 0.34961, "NDCG@1": 0.2155, "NDCG@10": 0.46137, "NDCG@100": 0.51321, "NDCG@3": 0.35606, "NDCG@5": 0.40828, "P@1": 0.2155, "P@10": 0.07482, "P@100": 0.00973, "P@3": 0.15244, "P@5": 0.11693, "Recall@1": 0.2155, "Recall@10": 0.74822, "Recall@100": 0.97297, "Recall@3": 0.45733, "Recall@5": 0.58464}, "rus-cqadupstack": {"MAP@1": 0.2, "MAP@10": 0.2707, "MAP@100": 0.28013, "MAP@3": 0.24908, "MAP@5": 0.26109, "MRR@1": 0.23963, "MRR@10": 0.30758, "MRR@100": 0.31522, "MRR@3": 0.28771, "MRR@5": 0.29881, "NDCG@1": 0.23963, "NDCG@10": 0.3137, "NDCG@100": 0.35756, "NDCG@3": 0.27637, "NDCG@5": 0.29364, "P@1": 0.23963, "P@10": 0.05492, "P@100": 0.00896, "P@3": 0.12819, "P@5": 0.0907, "Recall@1": 0.2, "Recall@10": 0.40562, "Recall@100": 0.60218, "Recall@3": 0.3001, "Recall@5": 0.34537}, "rus-fiqa": {"MAP@1": 0.19132, "MAP@10": 0.29887, "MAP@100": 0.31569, "MAP@3": 0.26239, "MAP@5": 0.27895, "MRR@1": 0.352, "MRR@10": 0.43683, "MRR@100": 0.44485, "MRR@3": 0.41267, "MRR@5": 0.42297, "NDCG@1": 0.352, "NDCG@10": 0.37309, "NDCG@100": 0.43373, "NDCG@3": 0.33136, "NDCG@5": 0.33948, "P@1": 0.352, "P@10": 0.0992, "P@100": 0.01614, "P@3": 0.21133, "P@5": 0.1528, "Recall@1": 0.19132, "Recall@10": 0.45164, "Recall@100": 0.67849, "Recall@3": 0.30885, "Recall@5": 0.35559}, "rus-miracl": {"MAP@1": 0.32763, "MAP@10": 0.56651, "MAP@100": 0.5922, "MAP@3": 0.48507, "MAP@5": 0.52792, "MRR@1": 0.63578, "MRR@10": 0.7452, "MRR@100": 0.74787, "MRR@3": 0.7275, "MRR@5": 0.73948, "NDCG@1": 0.63578, "NDCG@10": 0.6683, "NDCG@100": 0.72705, "NDCG@3": 0.61475, "NDCG@5": 0.62843, "P@1": 0.63578, "P@10": 0.19593, "P@100": 0.02653, "P@3": 0.41906, "P@5": 0.30974, "Recall@1": 0.32763, "Recall@10": 0.76248, "Recall@100": 0.9448, "Recall@3": 0.55773, "Recall@5": 0.65074}, "rus-mmarco": {"MAP@1": 0.14136, "MAP@10": 0.23135, "MAP@100": 0.24305, "MAP@3": 0.20076, "MAP@5": 0.21747, "MRR@1": 0.1457, "MRR@10": 0.236, "MRR@100": 0.24742, "MRR@3": 0.20561, "MRR@5": 0.22218, "NDCG@1": 0.1457, "NDCG@10": 0.28486, "NDCG@100": 0.34443, "NDCG@3": 0.22171, "NDCG@5": 0.25158, "P@1": 0.1457, "P@10": 0.04706, "P@100": 0.00774, "P@3": 0.09613, "P@5": 0.07272, "Recall@1": 0.14136, "Recall@10": 0.45092, "Recall@100": 0.73301, "Recall@3": 0.2777, "Recall@5": 0.34943}, "rus-nfcorpus": {"MAP@1": 0.05548, "MAP@10": 0.11175, "MAP@100": 0.13683, "MAP@3": 0.08314, "MAP@5": 0.09705, "MRR@1": 0.42724, "MRR@10": 0.50587, "MRR@100": 0.51225, "MRR@3": 0.49071, "MRR@5": 0.50015, "NDCG@1": 0.40867, "NDCG@10": 0.30384, "NDCG@100": 0.27459, "NDCG@3": 0.36162, "NDCG@5": 0.33779, "P@1": 0.42724, "P@10": 0.21889, "P@100": 0.06805, "P@3": 0.33643, "P@5": 0.28978, "Recall@1": 0.05548, "Recall@10": 0.14502, "Recall@100": 0.27264, "Recall@3": 0.08976, "Recall@5": 0.11345}, "rus-quora": {"MAP@1": 0.61434, "MAP@10": 0.75422, "MAP@100": 0.76149, "MAP@3": 0.72121, "MAP@5": 0.74189, "MRR@1": 0.7064, "MRR@10": 0.78583, "MRR@100": 0.78827, "MRR@3": 0.77073, "MRR@5": 0.78048, "NDCG@1": 0.7066, "NDCG@10": 0.80043, "NDCG@100": 0.82054, "NDCG@3": 0.76117, "NDCG@5": 0.78237, "P@1": 0.7066, "P@10": 0.12382, "P@100": 0.01447, "P@3": 0.33487, "P@5": 0.22444, "Recall@1": 0.61434, "Recall@10": 0.89912, "Recall@100": 0.97488, "Recall@3": 0.78999, "Recall@5": 0.84634}, "rus-scidocs": {"MAP@1": 0.03623, "MAP@10": 0.08404, "MAP@100": 0.09951, "MAP@3": 0.06201, "MAP@5": 0.07376, "MRR@1": 0.178, "MRR@10": 0.26716, "MRR@100": 0.27846, "MRR@3": 0.24183, "MRR@5": 0.25508, "NDCG@1": 0.178, "NDCG@10": 0.14614, "NDCG@100": 0.21301, "NDCG@3": 0.14294, "NDCG@5": 0.1238, "P@1": 0.178, "P@10": 0.0742, "P@100": 0.01713, "P@3": 0.133, "P@5": 0.1076, "Recall@1": 0.03623, "Recall@10": 0.15053, "Recall@100": 0.34788, "Recall@3": 0.08078, "Recall@5": 0.10928}, "rus-scifact": {"MAP@1": 0.44206, "MAP@10": 0.5407, "MAP@100": 0.5478, "MAP@3": 0.51463, "MAP@5": 0.53219, "MRR@1": 0.46667, "MRR@10": 0.55509, "MRR@100": 0.56078, "MRR@3": 0.53389, "MRR@5": 0.54906, "NDCG@1": 0.46667, "NDCG@10": 0.58673, "NDCG@100": 0.6209, "NDCG@3": 0.54313, "NDCG@5": 0.56974, "P@1": 0.46667, "P@10": 0.08067, "P@100": 0.0099, "P@3": 0.21778, "P@5": 0.14733, "Recall@1": 0.44206, "Recall@10": 0.71133, "Recall@100": 0.872, "Recall@3": 0.597, "Recall@5": 0.66422}, "rus-touche": {"MAP@1": 0.0144, "MAP@10": 0.09077, "MAP@100": 0.14542, "MAP@3": 0.04158, "MAP@5": 0.06025, "MRR@1": 0.20408, "MRR@10": 0.38814, "MRR@100": 0.3978, "MRR@3": 0.34694, "MRR@5": 0.36531, "NDCG@1": 0.17347, "NDCG@10": 0.22393, "NDCG@100": 0.3412, "NDCG@3": 0.21235, "NDCG@5": 0.21499, "P@1": 0.20408, "P@10": 0.21429, "P@100": 0.07286, "P@3": 0.2381, "P@5": 0.22857, "Recall@1": 0.0144, "Recall@10": 0.1626, "Recall@100": 0.4556, "Recall@3": 0.0566, "Recall@5": 0.09138}, "rus-trec-covid": {"MAP@1": 0.00172, "MAP@10": 0.0133, "MAP@100": 0.08009, "MAP@3": 0.00473, "MAP@5": 0.00757, "MRR@1": 0.62, "MRR@10": 0.76533, "MRR@100": 0.76687, "MRR@3": 0.74333, "MRR@5": 0.76533, "NDCG@1": 0.57, "NDCG@10": 0.58697, "NDCG@100": 0.48474, "NDCG@3": 0.60888, "NDCG@5": 0.60233, "P@1": 0.62, "P@10": 0.634, "P@100": 0.5028, "P@3": 0.66, "P@5": 0.656, "Recall@1": 0.00172, "Recall@10": 0.01611, "Recall@100": 0.11724, "Recall@3": 0.00522, "Recall@5": 0.00868}, "rus-tydiqa": {"MAP@1": 0.36403, "MAP@10": 0.51477, "MAP@100": 0.5234, "MAP@3": 0.47868, "MAP@5": 0.50093, "MRR@1": 0.38726, "MRR@10": 0.53431, "MRR@100": 0.54114, "MRR@3": 0.5066, "MRR@5": 0.52359, "NDCG@1": 0.39587, "NDCG@10": 0.58614, "NDCG@100": 0.62298, "NDCG@3": 0.51968, "NDCG@5": 0.55599, "P@1": 0.39587, "P@10": 0.08898, "P@100": 0.0109, "P@3": 0.22719, "P@5": 0.15645, "Recall@1": 0.36403, "Recall@10": 0.77926, "Recall@100": 0.94076, "Recall@3": 0.60743, "Recall@5": 0.69033}, "rus-xquad": {"MAP@1": 0.90924, "MAP@10": 0.94501, "MAP@100": 0.9454, "MAP@3": 0.94188, "MAP@5": 0.94461, "MRR@1": 0.90924, "MRR@10": 0.94501, "MRR@100": 0.9454, "MRR@3": 0.94188, "MRR@5": 0.94461, "NDCG@1": 0.90924, "NDCG@10": 0.95725, "NDCG@100": 0.95883, "NDCG@3": 0.95149, "NDCG@5": 0.95637, "P@1": 0.90924, "P@10": 0.09933, "P@100": 0.01, "P@3": 0.32633, "P@5": 0.19815, "Recall@1": 0.90924, "Recall@10": 0.99328, "Recall@100": 1.0, "Recall@3": 0.97899, "Recall@5": 0.99076}, "rus-xquad-sentences": {"MAP@1": 0.75672, "MAP@10": 0.83091, "MAP@100": 0.83246, "MAP@3": 0.81723, "MAP@5": 0.8263, "MRR@1": 0.75714, "MRR@10": 0.83116, "MRR@100": 0.83271, "MRR@3": 0.81765, "MRR@5": 0.82655, "NDCG@1": 0.75714, "NDCG@10": 0.86356, "NDCG@100": 0.87013, "NDCG@3": 0.83657, "NDCG@5": 0.85257, "P@1": 0.75714, "P@10": 0.09647, "P@100": 0.00993, "P@3": 0.29748, "P@5": 0.18622, "Recall@1": 0.75672, "Recall@10": 0.96387, "Recall@100": 0.99244, "Recall@3": 0.89202, "Recall@5": 0.93025}, "ruscibench-retrieval": {"MAP@1": 0.23838, "MAP@10": 0.42761, "MAP@100": 0.47454, "MAP@3": 0.34242, "MAP@5": 0.38877, "MRR@1": 0.64638, "MRR@10": 0.74345, "MRR@100": 0.74562, "MRR@3": 0.72174, "MRR@5": 0.7358, "NDCG@1": 0.64638, "NDCG@10": 0.5499, "NDCG@100": 0.65949, "NDCG@3": 0.55339, "NDCG@5": 0.53489, "P@1": 0.64638, "P@10": 0.22609, "P@100": 0.0393, "P@3": 0.42802, "P@5": 0.34551, "Recall@1": 0.23838, "Recall@10": 0.56193, "Recall@100": 0.87247, "Recall@3": 0.3769, "Recall@5": 0.45975}, "sberquad-retrieval": {"MAP@1": 0.20115, "MAP@10": 0.51308, "MAP@100": 0.51609, "MAP@3": 0.4907, "MAP@5": 0.50643, "MRR@1": 0.72915, "MRR@10": 0.78854, "MRR@100": 0.79134, "MRR@3": 0.7736, "MRR@5": 0.78317, "NDCG@1": 0.20115, "NDCG@10": 0.6144, "NDCG@100": 0.62881, "NDCG@3": 0.57057, "NDCG@5": 0.59856, "P@1": 0.20115, "P@10": 0.09128, "P@100": 0.0098, "P@3": 0.26575, "P@5": 0.17288, "Recall@1": 0.20115, "Recall@10": 0.91283, "Recall@100": 0.97955, "Recall@3": 0.79726, "Recall@5": 0.86438}, "wikifacts-articles": {"MAP@1": 0.42395, "MAP@10": 0.59094, "MAP@100": 0.60025, "MAP@3": 0.55027, "MAP@5": 0.57484, "MRR@1": 0.5604, "MRR@10": 0.67227, "MRR@100": 0.67659, "MRR@3": 0.65405, "MRR@5": 0.66528, "NDCG@1": 0.55082, "NDCG@10": 0.66042, "NDCG@100": 0.69483, "NDCG@3": 0.60241, "NDCG@5": 0.63216, "P@1": 0.56077, "P@10": 0.1187, "P@100": 0.01443, "P@3": 0.30627, "P@5": 0.20942, "Recall@1": 0.42395, "Recall@10": 0.78479, "Recall@100": 0.92846, "Recall@3": 0.63913, "Recall@5": 0.70907}, "wikifacts-para": {"MAP@1": 0.19903, "MAP@10": 0.32371, "MAP@100": 0.33828, "MAP@3": 0.28483, "MAP@5": 0.30667, "MRR@1": 0.32119, "MRR@10": 0.44015, "MRR@100": 0.44777, "MRR@3": 0.41282, "MRR@5": 0.4288, "NDCG@1": 0.31281, "NDCG@10": 0.40309, "NDCG@100": 0.45752, "NDCG@3": 0.34629, "NDCG@5": 0.37115, "P@1": 0.32155, "P@10": 0.09499, "P@100": 0.01433, "P@3": 0.20842, "P@5": 0.15273, "Recall@1": 0.19903, "Recall@10": 0.51197, "Recall@100": 0.72372, "Recall@3": 0.3588, "Recall@5": 0.42681}, "wikifacts-sents": {"MAP@1": 0.07608, "MAP@10": 0.12262, "MAP@100": 0.1287, "MAP@3": 0.10929, "MAP@5": 0.11678, "MRR@1": 0.13185, "MRR@10": 0.19826, "MRR@100": 0.20443, "MRR@3": 0.18213, "MRR@5": 0.19157, "NDCG@1": 0.12706, "NDCG@10": 0.16252, "NDCG@100": 0.19189, "NDCG@3": 0.14171, "NDCG@5": 0.15067, "P@1": 0.13203, "P@10": 0.04102, "P@100": 0.00704, "P@3": 0.08929, "P@5": 0.06602, "Recall@1": 0.07608, "Recall@10": 0.19981, "Recall@100": 0.31292, "Recall@3": 0.14065, "Recall@5": 0.16658}, "wikifacts-window_2": {"MAP@1": 0.07174, "MAP@10": 0.16928, "MAP@100": 0.18492, "MAP@3": 0.13309, "MAP@5": 0.153, "MRR@1": 0.26157, "MRR@10": 0.35975, "MRR@100": 0.36663, "MRR@3": 0.33418, "MRR@5": 0.3493, "NDCG@1": 0.24982, "NDCG@10": 0.24881, "NDCG@100": 0.30039, "NDCG@3": 0.23253, "NDCG@5": 0.23382, "P@1": 0.25719, "P@10": 0.10851, "P@100": 0.01933, "P@3": 0.20376, "P@5": 0.16189, "Recall@1": 0.07174, "Recall@10": 0.26826, "Recall@100": 0.43277, "Recall@3": 0.16362, "Recall@5": 0.20888}, "wikifacts-window_3": {"MAP@1": 0.05611, "MAP@10": 0.18357, "MAP@100": 0.21049, "MAP@3": 0.12727, "MAP@5": 0.15627, "MRR@1": 0.30096, "MRR@10": 0.40275, "MRR@100": 0.40967, "MRR@3": 0.37613, "MRR@5": 0.3923, "NDCG@1": 0.29414, "NDCG@10": 0.27963, "NDCG@100": 0.34553, "NDCG@3": 0.27019, "NDCG@5": 0.27139, "P@1": 0.30169, "P@10": 0.16274, "P@100": 0.03118, "P@3": 0.26956, "P@5": 0.2279, "Recall@1": 0.05611, "Recall@10": 0.27638, "Recall@100": 0.47638, "Recall@3": 0.14952, "Recall@5": 0.20371}, "wikifacts-window_4": {"MAP@1": 0.04635, "MAP@10": 0.18627, "MAP@100": 0.22538, "MAP@3": 0.11273, "MAP@5": 0.14934, "MRR@1": 0.32716, "MRR@10": 0.4247, "MRR@100": 0.43211, "MRR@3": 0.39788, "MRR@5": 0.41366, "NDCG@1": 0.31871, "NDCG@10": 0.2958, "NDCG@100": 0.37074, "NDCG@3": 0.30045, "NDCG@5": 0.29073, "P@1": 0.32752, "P@10": 0.20431, "P@100": 0.04241, "P@3": 0.30221, "P@5": 0.26965, "Recall@1": 0.04635, "Recall@10": 0.2692, "Recall@100": 0.49727, "Recall@3": 0.12858, "Recall@5": 0.18658}, "wikifacts-window_5": {"MAP@1": 0.04066, "MAP@10": 0.18291, "MAP@100": 0.23466, "MAP@3": 0.09933, "MAP@5": 0.13954, "MRR@1": 0.3505, "MRR@10": 0.44451, "MRR@100": 0.45272, "MRR@3": 0.41883, "MRR@5": 0.43344, "NDCG@1": 0.34424, "NDCG@10": 0.30614, "NDCG@100": 0.38741, "NDCG@3": 0.32256, "NDCG@5": 0.30358, "P@1": 0.35249, "P@10": 0.23735, "P@100": 0.05346, "P@3": 0.32493, "P@5": 0.29991, "Recall@1": 0.04066, "Recall@10": 0.25509, "Recall@100": 0.50584, "Recall@3": 0.11156, "Recall@5": 0.16895}, "wikifacts-window_6": {"MAP@1": 0.03641, "MAP@10": 0.18022, "MAP@100": 0.24327, "MAP@3": 0.09035, "MAP@5": 0.13087, "MRR@1": 0.36962, "MRR@10": 0.46527, "MRR@100": 0.47313, "MRR@3": 0.43964, "MRR@5": 0.4545, "NDCG@1": 0.36255, "NDCG@10": 0.32081, "NDCG@100": 0.40137, "NDCG@3": 0.34316, "NDCG@5": 0.32719, "P@1": 0.37235, "P@10": 0.266, "P@100": 0.06283, "P@3": 0.34743, "P@5": 0.32608, "Recall@1": 0.03641, "Recall@10": 0.24571, "Recall@100": 0.51169, "Recall@3": 0.10102, "Recall@5": 0.15654}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-01", "hardware": "cuda", "model_id": "BAAI/bge-m3", "model_name": "bge-m3", "notes": "", "organization": "BAAI", "runtime_seconds": 7.93, "scores": {"average": {"MAP@1": 0.2719, "MAP@10": 0.39023, "MAP@100": 0.41705, "MAP@3": 0.34996, "MAP@5": 0.37045, "MRR@1": 0.45983, "MRR@10": 0.56014, "MRR@100": 0.56562, "MRR@3": 0.53878, "MRR@5": 0.55171, "NDCG@1": 0.44763, "NDCG@10": 0.50083, "NDCG@100": 0.53683, "NDCG@3": 0.48206, "NDCG@5": 0.48859, "P@1": 0.45287, "P@10": 0.16476, "P@100": 0.04824, "P@3": 0.29506, "P@5": 0.2312, "Recall@1": 0.2719, "Recall@10": 0.52396, "Recall@100": 0.69511, "Recall@3": 0.40904, "Recall@5": 0.45938}, "datasets": {"legal_search_2004": {"MAP@1": 0.05615, "MAP@10": 0.18827, "MAP@100": 0.29636, "MAP@3": 0.1204, "MAP@5": 0.14567, "MRR@1": 0.51648, "MRR@10": 0.58133, "MRR@100": 0.58629, "MRR@3": 0.55861, "MRR@5": 0.57839, "NDCG@1": 0.51648, "NDCG@10": 0.43537, "NDCG@100": 0.45542, "NDCG@3": 0.491, "NDCG@5": 0.46914, "P@1": 0.51648, "P@10": 0.34835, "P@100": 0.11462, "P@3": 0.46886, "P@5": 0.41978, "Recall@1": 0.05615, "Recall@10": 0.22675, "Recall@100": 0.54712, "Recall@3": 0.13226, "Recall@5": 0.16844}, "legal_search_2007": {"MAP@1": 0.0267, "MAP@10": 0.0954, "MAP@100": 0.20371, "MAP@3": 0.04659, "MAP@5": 0.06368, "MRR@1": 0.42, "MRR@10": 0.52972, "MRR@100": 0.53205, "MRR@3": 0.50667, "MRR@5": 0.51567, "NDCG@1": 0.42, "NDCG@10": 0.3679, "NDCG@100": 0.36501, "NDCG@3": 0.40511, "NDCG@5": 0.38128, "P@1": 0.42, "P@10": 0.338, "P@100": 0.1426, "P@3": 0.4, "P@5": 0.36, "Recall@1": 0.0267, "Recall@10": 0.12087, "Recall@100": 0.40743, "Recall@3": 0.05335, "Recall@5": 0.07486}, "ria-news": {"MAP@1": 0.7338, "MAP@10": 0.80253, "MAP@100": 0.80465, "MAP@3": 0.79128, "MAP@5": 0.7982, "MRR@1": 0.7343, "MRR@10": 0.8028, "MRR@100": 0.80492, "MRR@3": 0.7916, "MRR@5": 0.79846, "NDCG@1": 0.7338, "NDCG@10": 0.83157, "NDCG@100": 0.84136, "NDCG@3": 0.80894, "NDCG@5": 0.82133, "P@1": 0.7338, "P@10": 0.09207, "P@100": 0.00965, "P@3": 0.28657, "P@5": 0.17792, "Recall@1": 0.7338, "Recall@10": 0.9207, "Recall@100": 0.9654, "Recall@3": 0.8597, "Recall@5": 0.8896}, "ru-facts": {"MAP@1": 0.82552, "MAP@10": 0.90746, "MAP@100": 0.90746, "MAP@3": 0.90666, "MAP@5": 0.90727, "MRR@1": 0.84337, "MRR@10": 0.916, "MRR@100": 0.916, "MRR@3": 0.91514, "MRR@5": 0.91588, "NDCG@1": 0.82552, "NDCG@10": 0.93141, "NDCG@100": 0.93141, "NDCG@3": 0.92986, "NDCG@5": 0.93095, "P@1": 0.82552, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33199, "P@5": 0.19973, "Recall@1": 0.82552, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99598, "Recall@5": 0.99866}, "rubq": {"MAP@1": 0.44376, "MAP@10": 0.64035, "MAP@100": 0.64895, "MAP@3": 0.58589, "MAP@5": 0.62045, "MRR@1": 0.63121, "MRR@10": 0.73081, "MRR@100": 0.73356, "MRR@3": 0.70991, "MRR@5": 0.7235, "NDCG@1": 0.63121, "NDCG@10": 0.71526, "NDCG@100": 0.74286, "NDCG@3": 0.64339, "NDCG@5": 0.68168, "P@1": 0.63121, "P@10": 0.13824, "P@100": 0.01585, "P@3": 0.34634, "P@5": 0.2435, "Recall@1": 0.44376, "Recall@10": 0.84249, "Recall@100": 0.95008, "Recall@3": 0.66619, "Recall@5": 0.75489}, "rus-arguana": {"MAP@1": 0.25178, "MAP@10": 0.41412, "MAP@100": 0.42428, "MAP@3": 0.36605, "MAP@5": 0.39425, "MRR@1": 0.25462, "MRR@10": 0.41515, "MRR@100": 0.42537, "MRR@3": 0.367, "MRR@5": 0.39523, "NDCG@1": 0.25178, "NDCG@10": 0.50363, "NDCG@100": 0.54693, "NDCG@3": 0.40506, "NDCG@5": 0.45566, "P@1": 0.25178, "P@10": 0.07888, "P@100": 0.00978, "P@3": 0.17283, "P@5": 0.12817, "Recall@1": 0.25178, "Recall@10": 0.78876, "Recall@100": 0.97795, "Recall@3": 0.51849, "Recall@5": 0.64083}, "rus-cqadupstack": {"MAP@1": 0.21041, "MAP@10": 0.28168, "MAP@100": 0.29123, "MAP@3": 0.26019, "MAP@5": 0.27207, "MRR@1": 0.25135, "MRR@10": 0.31969, "MRR@100": 0.32728, "MRR@3": 0.30022, "MRR@5": 0.31093, "NDCG@1": 0.25135, "NDCG@10": 0.32512, "NDCG@100": 0.36927, "NDCG@3": 0.28828, "NDCG@5": 0.30499, "P@1": 0.25135, "P@10": 0.05655, "P@100": 0.00917, "P@3": 0.13361, "P@5": 0.09362, "Recall@1": 0.21041, "Recall@10": 0.41701, "Recall@100": 0.61558, "Recall@3": 0.31182, "Recall@5": 0.35605}, "rus-fiqa": {"MAP@1": 0.21047, "MAP@10": 0.31322, "MAP@100": 0.33029, "MAP@3": 0.27795, "MAP@5": 0.29765, "MRR@1": 0.382, "MRR@10": 0.45809, "MRR@100": 0.46645, "MRR@3": 0.437, "MRR@5": 0.4487, "NDCG@1": 0.382, "NDCG@10": 0.385, "NDCG@100": 0.44908, "NDCG@3": 0.34981, "NDCG@5": 0.36002, "P@1": 0.382, "P@10": 0.0998, "P@100": 0.01654, "P@3": 0.21933, "P@5": 0.1588, "Recall@1": 0.21047, "Recall@10": 0.45089, "Recall@100": 0.69515, "Recall@3": 0.32197, "Recall@5": 0.37757}, "rus-miracl": {"MAP@1": 0.3451, "MAP@10": 0.60177, "MAP@100": 0.6271, "MAP@3": 0.51656, "MAP@5": 0.56009, "MRR@1": 0.67412, "MRR@10": 0.77692, "MRR@100": 0.77871, "MRR@3": 0.76118, "MRR@5": 0.77236, "NDCG@1": 0.67412, "NDCG@10": 0.70199, "NDCG@100": 0.75567, "NDCG@3": 0.65251, "NDCG@5": 0.66099, "P@1": 0.67412, "P@10": 0.20567, "P@100": 0.02696, "P@3": 0.44888, "P@5": 0.32796, "Recall@1": 0.3451, "Recall@10": 0.79492, "Recall@100": 0.95759, "Recall@3": 0.58865, "Recall@5": 0.67709}, "rus-mmarco": {"MAP@1": 0.14976, "MAP@10": 0.24276, "MAP@100": 0.25475, "MAP@3": 0.21182, "MAP@5": 0.22889, "MRR@1": 0.15387, "MRR@10": 0.24721, "MRR@100": 0.25885, "MRR@3": 0.21638, "MRR@5": 0.23341, "NDCG@1": 0.15401, "NDCG@10": 0.29735, "NDCG@100": 0.35748, "NDCG@3": 0.23351, "NDCG@5": 0.26416, "P@1": 0.15401, "P@10": 0.04868, "P@100": 0.00791, "P@3": 0.10091, "P@5": 0.07605, "Recall@1": 0.14976, "Recall@10": 0.46658, "Recall@100": 0.74893, "Recall@3": 0.29169, "Recall@5": 0.3655}, "rus-nfcorpus": {"MAP@1": 0.05635, "MAP@10": 0.11396, "MAP@100": 0.13788, "MAP@3": 0.08595, "MAP@5": 0.09747, "MRR@1": 0.43344, "MRR@10": 0.51048, "MRR@100": 0.51673, "MRR@3": 0.49381, "MRR@5": 0.50464, "NDCG@1": 0.41641, "NDCG@10": 0.30684, "NDCG@100": 0.27423, "NDCG@3": 0.36445, "NDCG@5": 0.33872, "P@1": 0.43034, "P@10": 0.22074, "P@100": 0.0669, "P@3": 0.33849, "P@5": 0.28916, "Recall@1": 0.05635, "Recall@10": 0.14811, "Recall@100": 0.2656, "Recall@3": 0.09253, "Recall@5": 0.11055}, "rus-quora": {"MAP@1": 0.61689, "MAP@10": 0.75708, "MAP@100": 0.76451, "MAP@3": 0.72489, "MAP@5": 0.74502, "MRR@1": 0.711, "MRR@10": 0.78942, "MRR@100": 0.7921, "MRR@3": 0.775, "MRR@5": 0.78454, "NDCG@1": 0.7104, "NDCG@10": 0.80283, "NDCG@100": 0.82355, "NDCG@3": 0.76531, "NDCG@5": 0.78565, "P@1": 0.7104, "P@10": 0.12406, "P@100": 0.0145, "P@3": 0.337, "P@5": 0.22504, "Recall@1": 0.61689, "Recall@10": 0.89966, "Recall@100": 0.97794, "Recall@3": 0.79502, "Recall@5": 0.8498}, "rus-scidocs": {"MAP@1": 0.03678, "MAP@10": 0.0868, "MAP@100": 0.1018, "MAP@3": 0.06432, "MAP@5": 0.07498, "MRR@1": 0.181, "MRR@10": 0.27228, "MRR@100": 0.28294, "MRR@3": 0.244, "MRR@5": 0.25795, "NDCG@1": 0.181, "NDCG@10": 0.15182, "NDCG@100": 0.21501, "NDCG@3": 0.14622, "NDCG@5": 0.12525, "P@1": 0.181, "P@10": 0.0783, "P@100": 0.01701, "P@3": 0.136, "P@5": 0.1082, "Recall@1": 0.03678, "Recall@10": 0.15902, "Recall@100": 0.34553, "Recall@3": 0.08293, "Recall@5": 0.10988}, "rus-scifact": {"MAP@1": 0.48094, "MAP@10": 0.57754, "MAP@100": 0.58423, "MAP@3": 0.55102, "MAP@5": 0.56719, "MRR@1": 0.51, "MRR@10": 0.59251, "MRR@100": 0.59787, "MRR@3": 0.57111, "MRR@5": 0.58444, "NDCG@1": 0.51, "NDCG@10": 0.62277, "NDCG@100": 0.65326, "NDCG@3": 0.57755, "NDCG@5": 0.60157, "P@1": 0.51, "P@10": 0.08433, "P@100": 0.01003, "P@3": 0.22778, "P@5": 0.15267, "Recall@1": 0.48094, "Recall@10": 0.74578, "Recall@100": 0.88589, "Recall@3": 0.6245, "Recall@5": 0.68611}, "rus-touche": {"MAP@1": 0.01805, "MAP@10": 0.10533, "MAP@100": 0.16328, "MAP@3": 0.04978, "MAP@5": 0.07077, "MRR@1": 0.2449, "MRR@10": 0.42846, "MRR@100": 0.43871, "MRR@3": 0.38776, "MRR@5": 0.41939, "NDCG@1": 0.23469, "NDCG@10": 0.25736, "NDCG@100": 0.374, "NDCG@3": 0.26103, "NDCG@5": 0.26325, "P@1": 0.2449, "P@10": 0.23878, "P@100": 0.07816, "P@3": 0.28571, "P@5": 0.28163, "Recall@1": 0.01805, "Recall@10": 0.17669, "Recall@100": 0.47408, "Recall@3": 0.06533, "Recall@5": 0.10426}, "rus-trec-covid": {"MAP@1": 0.00187, "MAP@10": 0.01477, "MAP@100": 0.08353, "MAP@3": 0.00534, "MAP@5": 0.00822, "MRR@1": 0.72, "MRR@10": 0.82119, "MRR@100": 0.82262, "MRR@3": 0.81, "MRR@5": 0.815, "NDCG@1": 0.66, "NDCG@10": 0.64526, "NDCG@100": 0.50633, "NDCG@3": 0.67184, "NDCG@5": 0.66343, "P@1": 0.72, "P@10": 0.688, "P@100": 0.5204, "P@3": 0.72667, "P@5": 0.708, "Recall@1": 0.00187, "Recall@10": 0.01741, "Recall@100": 0.12059, "Recall@3": 0.00573, "Recall@5": 0.00907}, "rus-tydiqa": {"MAP@1": 0.37507, "MAP@10": 0.52234, "MAP@100": 0.53135, "MAP@3": 0.48563, "MAP@5": 0.50988, "MRR@1": 0.4105, "MRR@10": 0.54906, "MRR@100": 0.55581, "MRR@3": 0.52065, "MRR@5": 0.53937, "NDCG@1": 0.40792, "NDCG@10": 0.59246, "NDCG@100": 0.62968, "NDCG@3": 0.52498, "NDCG@5": 0.56533, "P@1": 0.40792, "P@10": 0.08916, "P@100": 0.01091, "P@3": 0.22777, "P@5": 0.15852, "Recall@1": 0.37507, "Recall@10": 0.78041, "Recall@100": 0.94177, "Recall@3": 0.60843, "Recall@5": 0.70095}, "rus-xquad": {"MAP@1": 0.91849, "MAP@10": 0.94993, "MAP@100": 0.95029, "MAP@3": 0.94706, "MAP@5": 0.9492, "MRR@1": 0.91849, "MRR@10": 0.94993, "MRR@100": 0.95029, "MRR@3": 0.94706, "MRR@5": 0.9492, "NDCG@1": 0.91849, "NDCG@10": 0.96106, "NDCG@100": 0.96247, "NDCG@3": 0.95554, "NDCG@5": 0.95937, "P@1": 0.91849, "P@10": 0.09941, "P@100": 0.01, "P@3": 0.32661, "P@5": 0.19782, "Recall@1": 0.91849, "Recall@10": 0.99412, "Recall@100": 1.0, "Recall@3": 0.97983, "Recall@5": 0.98908}, "rus-xquad-sentences": {"MAP@1": 0.77437, "MAP@10": 0.84864, "MAP@100": 0.85018, "MAP@3": 0.84006, "MAP@5": 0.84485, "MRR@1": 0.77479, "MRR@10": 0.84889, "MRR@100": 0.85043, "MRR@3": 0.84048, "MRR@5": 0.8451, "NDCG@1": 0.77479, "NDCG@10": 0.87788, "NDCG@100": 0.88431, "NDCG@3": 0.86029, "NDCG@5": 0.86898, "P@1": 0.77479, "P@10": 0.09672, "P@100": 0.00995, "P@3": 0.30616, "P@5": 0.18807, "Recall@1": 0.77437, "Recall@10": 0.96639, "Recall@100": 0.99412, "Recall@3": 0.91807, "Recall@5": 0.9395}, "ruscibench-retrieval": {"MAP@1": 0.23152, "MAP@10": 0.43807, "MAP@100": 0.48653, "MAP@3": 0.34564, "MAP@5": 0.3878, "MRR@1": 0.64638, "MRR@10": 0.75207, "MRR@100": 0.7547, "MRR@3": 0.7343, "MRR@5": 0.74473, "NDCG@1": 0.64638, "NDCG@10": 0.56464, "NDCG@100": 0.67738, "NDCG@3": 0.56796, "NDCG@5": 0.53778, "P@1": 0.64638, "P@10": 0.24174, "P@100": 0.04128, "P@3": 0.45217, "P@5": 0.34899, "Recall@1": 0.23152, "Recall@10": 0.58755, "Recall@100": 0.90766, "Recall@3": 0.38802, "Recall@5": 0.46098}, "sberquad-retrieval": {"MAP@1": 0.2089, "MAP@10": 0.52304, "MAP@100": 0.52607, "MAP@3": 0.50341, "MAP@5": 0.51666, "MRR@1": 0.36974, "MRR@10": 0.60681, "MRR@100": 0.60982, "MRR@3": 0.58939, "MRR@5": 0.60077, "NDCG@1": 0.2089, "NDCG@10": 0.62323, "NDCG@100": 0.63709, "NDCG@3": 0.58439, "NDCG@5": 0.60807, "P@1": 0.2089, "P@10": 0.09174, "P@100": 0.0098, "P@3": 0.27138, "P@5": 0.17423, "Recall@1": 0.2089, "Recall@10": 0.91739, "Recall@100": 0.98034, "Recall@3": 0.81414, "Recall@5": 0.87113}, "wikifacts-articles": {"MAP@1": 0.40185, "MAP@10": 0.57127, "MAP@100": 0.5812, "MAP@3": 0.52888, "MAP@5": 0.55495, "MRR@1": 0.53412, "MRR@10": 0.64859, "MRR@100": 0.65314, "MRR@3": 0.62898, "MRR@5": 0.64083, "NDCG@1": 0.52491, "NDCG@10": 0.64097, "NDCG@100": 0.67671, "NDCG@3": 0.58019, "NDCG@5": 0.61205, "P@1": 0.53613, "P@10": 0.11745, "P@100": 0.01435, "P@3": 0.29945, "P@5": 0.20675, "Recall@1": 0.40185, "Recall@10": 0.7713, "Recall@100": 0.92, "Recall@3": 0.6195, "Recall@5": 0.69378}, "wikifacts-para": {"MAP@1": 0.18233, "MAP@10": 0.30061, "MAP@100": 0.31526, "MAP@3": 0.26221, "MAP@5": 0.28377, "MRR@1": 0.29523, "MRR@10": 0.41023, "MRR@100": 0.41808, "MRR@3": 0.38199, "MRR@5": 0.3991, "NDCG@1": 0.28787, "NDCG@10": 0.37712, "NDCG@100": 0.43296, "NDCG@3": 0.32032, "NDCG@5": 0.34605, "P@1": 0.29579, "P@10": 0.09019, "P@100": 0.01399, "P@3": 0.19357, "P@5": 0.14412, "Recall@1": 0.18233, "Recall@10": 0.48479, "Recall@100": 0.70377, "Recall@3": 0.33177, "Recall@5": 0.40101}, "wikifacts-sents": {"MAP@1": 0.0799, "MAP@10": 0.12988, "MAP@100": 0.13664, "MAP@3": 0.11544, "MAP@5": 0.12351, "MRR@1": 0.14939, "MRR@10": 0.21477, "MRR@100": 0.22113, "MRR@3": 0.19838, "MRR@5": 0.20777, "NDCG@1": 0.12869, "NDCG@10": 0.17156, "NDCG@100": 0.2031, "NDCG@3": 0.14967, "NDCG@5": 0.1587, "P@1": 0.1333, "P@10": 0.04382, "P@100": 0.00758, "P@3": 0.09465, "P@5": 0.07021, "Recall@1": 0.0799, "Recall@10": 0.21202, "Recall@100": 0.33203, "Recall@3": 0.14971, "Recall@5": 0.17621}, "wikifacts-window_2": {"MAP@1": 0.07283, "MAP@10": 0.17379, "MAP@100": 0.1903, "MAP@3": 0.13471, "MAP@5": 0.15588, "MRR@1": 0.26047, "MRR@10": 0.36457, "MRR@100": 0.37146, "MRR@3": 0.33783, "MRR@5": 0.35352, "NDCG@1": 0.25155, "NDCG@10": 0.25538, "NDCG@100": 0.30819, "NDCG@3": 0.23492, "NDCG@5": 0.23846, "P@1": 0.25938, "P@10": 0.11301, "P@100": 0.01997, "P@3": 0.20528, "P@5": 0.16623, "Recall@1": 0.07283, "Recall@10": 0.27676, "Recall@100": 0.44536, "Recall@3": 0.16507, "Recall@5": 0.21353}, "wikifacts-window_3": {"MAP@1": 0.05559, "MAP@10": 0.1817, "MAP@100": 0.2109, "MAP@3": 0.1258, "MAP@5": 0.15416, "MRR@1": 0.2966, "MRR@10": 0.40126, "MRR@100": 0.40828, "MRR@3": 0.37367, "MRR@5": 0.39003, "NDCG@1": 0.28923, "NDCG@10": 0.27807, "NDCG@100": 0.34786, "NDCG@3": 0.26555, "NDCG@5": 0.26864, "P@1": 0.29678, "P@10": 0.16247, "P@100": 0.03192, "P@3": 0.26447, "P@5": 0.22582, "Recall@1": 0.05559, "Recall@10": 0.27542, "Recall@100": 0.48397, "Recall@3": 0.14745, "Recall@5": 0.20132}, "wikifacts-window_4": {"MAP@1": 0.0455, "MAP@10": 0.18225, "MAP@100": 0.22324, "MAP@3": 0.11061, "MAP@5": 0.14661, "MRR@1": 0.31989, "MRR@10": 0.41838, "MRR@100": 0.42575, "MRR@3": 0.39052, "MRR@5": 0.40655, "NDCG@1": 0.31054, "NDCG@10": 0.29026, "NDCG@100": 0.36943, "NDCG@3": 0.29402, "NDCG@5": 0.2849, "P@1": 0.31971, "P@10": 0.20118, "P@100": 0.04293, "P@3": 0.297, "P@5": 0.26478, "Recall@1": 0.0455, "Recall@10": 0.26489, "Recall@100": 0.50099, "Recall@3": 0.12645, "Recall@5": 0.18332}, "wikifacts-window_5": {"MAP@1": 0.03859, "MAP@10": 0.17764, "MAP@100": 0.23036, "MAP@3": 0.09621, "MAP@5": 0.13693, "MRR@1": 0.3349, "MRR@10": 0.43167, "MRR@100": 0.43988, "MRR@3": 0.40562, "MRR@5": 0.41993, "NDCG@1": 0.32557, "NDCG@10": 0.29839, "NDCG@100": 0.38204, "NDCG@3": 0.31254, "NDCG@5": 0.29566, "P@1": 0.33527, "P@10": 0.23266, "P@100": 0.05334, "P@3": 0.31714, "P@5": 0.29403, "Recall@1": 0.03859, "Recall@10": 0.2501, "Recall@100": 0.50362, "Recall@3": 0.10878, "Recall@5": 0.1667}, "wikifacts-window_6": {"MAP@1": 0.03577, "MAP@10": 0.17444, "MAP@100": 0.23812, "MAP@3": 0.08853, "MAP@5": 0.12705, "MRR@1": 0.36291, "MRR@10": 0.45582, "MRR@100": 0.46384, "MRR@3": 0.43032, "MRR@5": 0.44421, "NDCG@1": 0.35366, "NDCG@10": 0.31161, "NDCG@100": 0.39589, "NDCG@3": 0.33554, "NDCG@5": 0.31706, "P@1": 0.36345, "P@10": 0.25814, "P@100": 0.06286, "P@3": 0.34017, "P@5": 0.31486, "Recall@1": 0.03577, "Recall@10": 0.23817, "Recall@100": 0.50984, "Recall@3": 0.09883, "Recall@5": 0.15121}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-01", "hardware": "cuda", "model_id": "sentence-transformers/LaBSE", "model_name": "LaBSE", "notes": "", "organization": "sentence-transformers", "runtime_seconds": 3422.13, "scores": {"average": {"MAP@1": 0.16063, "MAP@10": 0.21664, "MAP@100": 0.22648, "MAP@3": 0.20072, "MAP@5": 0.20915, "MRR@1": 0.25979, "MRR@10": 0.33405, "MRR@100": 0.34113, "MRR@3": 0.31379, "MRR@5": 0.32529, "NDCG@1": 0.25285, "NDCG@10": 0.28067, "NDCG@100": 0.30707, "NDCG@3": 0.27132, "NDCG@5": 0.27457, "P@1": 0.25557, "P@10": 0.07898, "P@100": 0.02253, "P@3": 0.15461, "P@5": 0.11659, "Recall@1": 0.16063, "Recall@10": 0.30933, "Recall@100": 0.44738, "Recall@3": 0.24079, "Recall@5": 0.26952}, "datasets": {"legal_search_2004": {"MAP@1": 0.02998, "MAP@10": 0.09367, "MAP@100": 0.12122, "MAP@3": 0.0674, "MAP@5": 0.07921, "MRR@1": 0.32967, "MRR@10": 0.40523, "MRR@100": 0.41099, "MRR@3": 0.38095, "MRR@5": 0.40183, "NDCG@1": 0.32967, "NDCG@10": 0.24867, "NDCG@100": 0.23285, "NDCG@3": 0.28962, "NDCG@5": 0.27637, "P@1": 0.32967, "P@10": 0.18132, "P@100": 0.05527, "P@3": 0.27106, "P@5": 0.23956, "Recall@1": 0.02998, "Recall@10": 0.13882, "Recall@100": 0.26582, "Recall@3": 0.07799, "Recall@5": 0.09996}, "legal_search_2007": {"MAP@1": 0.02899, "MAP@10": 0.0671, "MAP@100": 0.09948, "MAP@3": 0.04499, "MAP@5": 0.05568, "MRR@1": 0.36, "MRR@10": 0.437, "MRR@100": 0.43934, "MRR@3": 0.41667, "MRR@5": 0.43367, "NDCG@1": 0.36, "NDCG@10": 0.23883, "NDCG@100": 0.20899, "NDCG@3": 0.30858, "NDCG@5": 0.29136, "P@1": 0.36, "P@10": 0.192, "P@100": 0.073, "P@3": 0.29333, "P@5": 0.268, "Recall@1": 0.02899, "Recall@10": 0.08171, "Recall@100": 0.19428, "Recall@3": 0.0485, "Recall@5": 0.06304}, "ria-news": {"MAP@1": 0.3667, "MAP@10": 0.43991, "MAP@100": 0.44622, "MAP@3": 0.42207, "MAP@5": 0.43252, "MRR@1": 0.3676, "MRR@10": 0.4403, "MRR@100": 0.44662, "MRR@3": 0.42248, "MRR@5": 0.43289, "NDCG@1": 0.3667, "NDCG@10": 0.4764, "NDCG@100": 0.50885, "NDCG@3": 0.4397, "NDCG@5": 0.45849, "P@1": 0.3667, "P@10": 0.05915, "P@100": 0.00747, "P@3": 0.16353, "P@5": 0.10722, "Recall@1": 0.3667, "Recall@10": 0.5915, "Recall@100": 0.7474, "Recall@3": 0.4906, "Recall@5": 0.5361}, "ru-facts": {"MAP@1": 0.82508, "MAP@10": 0.9066, "MAP@100": 0.90666, "MAP@3": 0.90547, "MAP@5": 0.90646, "MRR@1": 0.84382, "MRR@10": 0.91602, "MRR@100": 0.91607, "MRR@3": 0.91492, "MRR@5": 0.91572, "NDCG@1": 0.82508, "NDCG@10": 0.93053, "NDCG@100": 0.93074, "NDCG@3": 0.9284, "NDCG@5": 0.93021, "P@1": 0.82508, "P@10": 0.09991, "P@100": 0.01, "P@3": 0.33125, "P@5": 0.19964, "Recall@1": 0.82508, "Recall@10": 0.99911, "Recall@100": 1.0, "Recall@3": 0.99375, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.16185, "MAP@10": 0.24961, "MAP@100": 0.26258, "MAP@3": 0.21914, "MAP@5": 0.23613, "MRR@1": 0.23522, "MRR@10": 0.32968, "MRR@100": 0.33882, "MRR@3": 0.30201, "MRR@5": 0.31776, "NDCG@1": 0.23404, "NDCG@10": 0.31217, "NDCG@100": 0.36875, "NDCG@3": 0.25614, "NDCG@5": 0.28256, "P@1": 0.23404, "P@10": 0.06608, "P@100": 0.01073, "P@3": 0.14283, "P@5": 0.10556, "Recall@1": 0.16185, "Recall@10": 0.41909, "Recall@100": 0.65369, "Recall@3": 0.27715, "Recall@5": 0.33866}, "rus-arguana": {"MAP@1": 0.14367, "MAP@10": 0.24461, "MAP@100": 0.25715, "MAP@3": 0.21527, "MAP@5": 0.23013, "MRR@1": 0.1458, "MRR@10": 0.24544, "MRR@100": 0.25805, "MRR@3": 0.21622, "MRR@5": 0.23105, "NDCG@1": 0.14367, "NDCG@10": 0.30253, "NDCG@100": 0.3677, "NDCG@3": 0.24023, "NDCG@5": 0.26725, "P@1": 0.14367, "P@10": 0.04886, "P@100": 0.00802, "P@3": 0.10431, "P@5": 0.07582, "Recall@1": 0.14367, "Recall@10": 0.48862, "Recall@100": 0.80228, "Recall@3": 0.31294, "Recall@5": 0.37909}, "rus-cqadupstack": {"MAP@1": 0.13722, "MAP@10": 0.17842, "MAP@100": 0.18476, "MAP@3": 0.16601, "MAP@5": 0.17296, "MRR@1": 0.16493, "MRR@10": 0.20692, "MRR@100": 0.21295, "MRR@3": 0.19418, "MRR@5": 0.20127, "NDCG@1": 0.16493, "NDCG@10": 0.20568, "NDCG@100": 0.23783, "NDCG@3": 0.18377, "NDCG@5": 0.19382, "P@1": 0.16493, "P@10": 0.03471, "P@100": 0.00587, "P@3": 0.08368, "P@5": 0.05812, "Recall@1": 0.13722, "Recall@10": 0.26013, "Recall@100": 0.4074, "Recall@3": 0.19651, "Recall@5": 0.2239}, "rus-fiqa": {"MAP@1": 0.03564, "MAP@10": 0.06046, "MAP@100": 0.06745, "MAP@3": 0.05179, "MAP@5": 0.05698, "MRR@1": 0.076, "MRR@10": 0.11308, "MRR@100": 0.12188, "MRR@3": 0.101, "MRR@5": 0.1074, "NDCG@1": 0.076, "NDCG@10": 0.08519, "NDCG@100": 0.12471, "NDCG@3": 0.07374, "NDCG@5": 0.07806, "P@1": 0.076, "P@10": 0.0242, "P@100": 0.00628, "P@3": 0.05, "P@5": 0.0372, "Recall@1": 0.03564, "Recall@10": 0.10906, "Recall@100": 0.26909, "Recall@3": 0.06869, "Recall@5": 0.08736}, "rus-miracl": {"MAP@1": 0.06146, "MAP@10": 0.11303, "MAP@100": 0.12631, "MAP@3": 0.09321, "MAP@5": 0.10198, "MRR@1": 0.1246, "MRR@10": 0.20036, "MRR@100": 0.20908, "MRR@3": 0.17492, "MRR@5": 0.18706, "NDCG@1": 0.1246, "NDCG@10": 0.16205, "NDCG@100": 0.21996, "NDCG@3": 0.13316, "NDCG@5": 0.13972, "P@1": 0.1246, "P@10": 0.05447, "P@100": 0.01178, "P@3": 0.09558, "P@5": 0.07476, "Recall@1": 0.06146, "Recall@10": 0.21526, "Recall@100": 0.42832, "Recall@3": 0.1242, "Recall@5": 0.15333}, "rus-mmarco": {"MAP@1": 0.03641, "MAP@10": 0.05877, "MAP@100": 0.06386, "MAP@3": 0.05069, "MAP@5": 0.05494, "MRR@1": 0.03811, "MRR@10": 0.06095, "MRR@100": 0.06616, "MRR@3": 0.05251, "MRR@5": 0.05698, "NDCG@1": 0.03782, "NDCG@10": 0.07313, "NDCG@100": 0.10118, "NDCG@3": 0.05593, "NDCG@5": 0.06374, "P@1": 0.03782, "P@10": 0.01228, "P@100": 0.00268, "P@3": 0.02412, "P@5": 0.01842, "Recall@1": 0.03641, "Recall@10": 0.1172, "Recall@100": 0.25441, "Recall@3": 0.06947, "Recall@5": 0.08841}, "rus-nfcorpus": {"MAP@1": 0.02171, "MAP@10": 0.04147, "MAP@100": 0.05341, "MAP@3": 0.03034, "MAP@5": 0.03587, "MRR@1": 0.20743, "MRR@10": 0.28188, "MRR@100": 0.29049, "MRR@3": 0.2549, "MRR@5": 0.26945, "NDCG@1": 0.19659, "NDCG@10": 0.15109, "NDCG@100": 0.14527, "NDCG@3": 0.1716, "NDCG@5": 0.16429, "P@1": 0.20743, "P@10": 0.11827, "P@100": 0.04399, "P@3": 0.16305, "P@5": 0.14551, "Recall@1": 0.02171, "Recall@10": 0.06639, "Recall@100": 0.16823, "Recall@3": 0.03513, "Recall@5": 0.04848}, "rus-quora": {"MAP@1": 0.554, "MAP@10": 0.68514, "MAP@100": 0.69385, "MAP@3": 0.65433, "MAP@5": 0.67227, "MRR@1": 0.6358, "MRR@10": 0.72317, "MRR@100": 0.72714, "MRR@3": 0.70577, "MRR@5": 0.71651, "NDCG@1": 0.6358, "NDCG@10": 0.7366, "NDCG@100": 0.76492, "NDCG@3": 0.69544, "NDCG@5": 0.71544, "P@1": 0.6358, "P@10": 0.11456, "P@100": 0.01398, "P@3": 0.30673, "P@5": 0.20412, "Recall@1": 0.554, "Recall@10": 0.84606, "Recall@100": 0.95731, "Recall@3": 0.73077, "Recall@5": 0.78519}, "rus-scidocs": {"MAP@1": 0.01695, "MAP@10": 0.03533, "MAP@100": 0.04114, "MAP@3": 0.02741, "MAP@5": 0.03105, "MRR@1": 0.084, "MRR@10": 0.12976, "MRR@100": 0.1396, "MRR@3": 0.11383, "MRR@5": 0.12278, "NDCG@1": 0.084, "NDCG@10": 0.06538, "NDCG@100": 0.1002, "NDCG@3": 0.06492, "NDCG@5": 0.05506, "P@1": 0.084, "P@10": 0.0327, "P@100": 0.00842, "P@3": 0.05933, "P@5": 0.0468, "Recall@1": 0.01695, "Recall@10": 0.0661, "Recall@100": 0.17107, "Recall@3": 0.0358, "Recall@5": 0.0473}, "rus-scifact": {"MAP@1": 0.22861, "MAP@10": 0.28732, "MAP@100": 0.29697, "MAP@3": 0.26769, "MAP@5": 0.27769, "MRR@1": 0.23667, "MRR@10": 0.2998, "MRR@100": 0.30773, "MRR@3": 0.27944, "MRR@5": 0.29061, "NDCG@1": 0.23667, "NDCG@10": 0.32315, "NDCG@100": 0.37208, "NDCG@3": 0.28363, "NDCG@5": 0.30093, "P@1": 0.23667, "P@10": 0.047, "P@100": 0.00757, "P@3": 0.11333, "P@5": 0.07867, "Recall@1": 0.22861, "Recall@10": 0.4215, "Recall@100": 0.65389, "Recall@3": 0.31539, "Recall@5": 0.35622}, "rus-touche": {"MAP@1": 0.01248, "MAP@10": 0.02725, "MAP@100": 0.04304, "MAP@3": 0.01923, "MAP@5": 0.02228, "MRR@1": 0.16327, "MRR@10": 0.23341, "MRR@100": 0.24606, "MRR@3": 0.19388, "MRR@5": 0.21224, "NDCG@1": 0.14286, "NDCG@10": 0.09143, "NDCG@100": 0.15477, "NDCG@3": 0.10512, "NDCG@5": 0.09798, "P@1": 0.16327, "P@10": 0.08571, "P@100": 0.03673, "P@3": 0.10204, "P@5": 0.09388, "Recall@1": 0.01248, "Recall@10": 0.05564, "Recall@100": 0.2249, "Recall@3": 0.02505, "Recall@5": 0.03344}, "rus-trec-covid": {"MAP@1": 0.00082, "MAP@10": 0.00465, "MAP@100": 0.01825, "MAP@3": 0.00213, "MAP@5": 0.00289, "MRR@1": 0.34, "MRR@10": 0.4936, "MRR@100": 0.50192, "MRR@3": 0.45, "MRR@5": 0.473, "NDCG@1": 0.33, "NDCG@10": 0.28303, "NDCG@100": 0.2004, "NDCG@3": 0.31235, "NDCG@5": 0.29068, "P@1": 0.34, "P@10": 0.298, "P@100": 0.2078, "P@3": 0.34, "P@5": 0.308, "Recall@1": 0.00082, "Recall@10": 0.00722, "Recall@100": 0.04506, "Recall@3": 0.00273, "Recall@5": 0.00391}, "rus-tydiqa": {"MAP@1": 0.13095, "MAP@10": 0.21894, "MAP@100": 0.22802, "MAP@3": 0.1944, "MAP@5": 0.20832, "MRR@1": 0.14888, "MRR@10": 0.23957, "MRR@100": 0.24805, "MRR@3": 0.21572, "MRR@5": 0.22966, "NDCG@1": 0.14286, "NDCG@10": 0.26901, "NDCG@100": 0.31451, "NDCG@3": 0.21899, "NDCG@5": 0.24407, "P@1": 0.14286, "P@10": 0.04604, "P@100": 0.00707, "P@3": 0.10184, "P@5": 0.07453, "Recall@1": 0.13095, "Recall@10": 0.40663, "Recall@100": 0.61876, "Recall@3": 0.27367, "Recall@5": 0.33247}, "rus-xquad": {"MAP@1": 0.61345, "MAP@10": 0.69668, "MAP@100": 0.70197, "MAP@3": 0.67969, "MAP@5": 0.69091, "MRR@1": 0.61345, "MRR@10": 0.69668, "MRR@100": 0.70197, "MRR@3": 0.67969, "MRR@5": 0.69091, "NDCG@1": 0.61345, "NDCG@10": 0.73496, "NDCG@100": 0.76136, "NDCG@3": 0.70071, "NDCG@5": 0.72121, "P@1": 0.61345, "P@10": 0.08538, "P@100": 0.00979, "P@3": 0.25378, "P@5": 0.16235, "Recall@1": 0.61345, "Recall@10": 0.85378, "Recall@100": 0.97899, "Recall@3": 0.76134, "Recall@5": 0.81176}, "rus-xquad-sentences": {"MAP@1": 0.61218, "MAP@10": 0.70082, "MAP@100": 0.70488, "MAP@3": 0.68249, "MAP@5": 0.69228, "MRR@1": 0.61261, "MRR@10": 0.7011, "MRR@100": 0.70516, "MRR@3": 0.68291, "MRR@5": 0.6927, "NDCG@1": 0.61261, "NDCG@10": 0.74306, "NDCG@100": 0.76218, "NDCG@3": 0.70533, "NDCG@5": 0.72298, "P@1": 0.61261, "P@10": 0.08756, "P@100": 0.00964, "P@3": 0.25714, "P@5": 0.16286, "Recall@1": 0.61218, "Recall@10": 0.87479, "Recall@100": 0.96303, "Recall@3": 0.77101, "Recall@5": 0.81387}, "ruscibench-retrieval": {"MAP@1": 0.09528, "MAP@10": 0.14627, "MAP@100": 0.16215, "MAP@3": 0.12531, "MAP@5": 0.13515, "MRR@1": 0.24928, "MRR@10": 0.34114, "MRR@100": 0.35101, "MRR@3": 0.31111, "MRR@5": 0.3272, "NDCG@1": 0.24928, "NDCG@10": 0.21433, "NDCG@100": 0.28075, "NDCG@3": 0.20893, "NDCG@5": 0.20182, "P@1": 0.24928, "P@10": 0.08145, "P@100": 0.018, "P@3": 0.15362, "P@5": 0.11768, "Recall@1": 0.09528, "Recall@10": 0.23118, "Recall@100": 0.43619, "Recall@3": 0.15203, "Recall@5": 0.17994}, "sberquad-retrieval": {"MAP@1": 0.11994, "MAP@10": 0.31318, "MAP@100": 0.32004, "MAP@3": 0.29014, "MAP@5": 0.30476, "MRR@1": 0.20989, "MRR@10": 0.36207, "MRR@100": 0.36884, "MRR@3": 0.34088, "MRR@5": 0.35415, "NDCG@1": 0.11994, "NDCG@10": 0.38466, "NDCG@100": 0.42013, "NDCG@3": 0.33815, "NDCG@5": 0.36436, "P@1": 0.11994, "P@10": 0.06007, "P@100": 0.00771, "P@3": 0.15826, "P@5": 0.10763, "Recall@1": 0.11994, "Recall@10": 0.60068, "Recall@100": 0.77145, "Recall@3": 0.47478, "Recall@5": 0.53813}, "wikifacts-articles": {"MAP@1": 0.16991, "MAP@10": 0.23554, "MAP@100": 0.24503, "MAP@3": 0.21469, "MAP@5": 0.22624, "MRR@1": 0.23394, "MRR@10": 0.30114, "MRR@100": 0.30914, "MRR@3": 0.28266, "MRR@5": 0.29275, "NDCG@1": 0.22792, "NDCG@10": 0.28073, "NDCG@100": 0.32701, "NDCG@3": 0.24322, "NDCG@5": 0.26038, "P@1": 0.23485, "P@10": 0.05323, "P@100": 0.00857, "P@3": 0.12524, "P@5": 0.08821, "Recall@1": 0.16991, "Recall@10": 0.35389, "Recall@100": 0.55988, "Recall@3": 0.25697, "Recall@5": 0.29778}, "wikifacts-para": {"MAP@1": 0.06132, "MAP@10": 0.09238, "MAP@100": 0.09775, "MAP@3": 0.08224, "MAP@5": 0.08764, "MRR@1": 0.10473, "MRR@10": 0.14819, "MRR@100": 0.15403, "MRR@3": 0.13522, "MRR@5": 0.1424, "NDCG@1": 0.10133, "NDCG@10": 0.12165, "NDCG@100": 0.15084, "NDCG@3": 0.10424, "NDCG@5": 0.11109, "P@1": 0.10455, "P@10": 0.02892, "P@100": 0.00542, "P@3": 0.06227, "P@5": 0.0455, "Recall@1": 0.06132, "Recall@10": 0.15397, "Recall@100": 0.27726, "Recall@3": 0.10451, "Recall@5": 0.12467}, "wikifacts-sents": {"MAP@1": 0.04501, "MAP@10": 0.06797, "MAP@100": 0.07133, "MAP@3": 0.06112, "MAP@5": 0.0649, "MRR@1": 0.08681, "MRR@10": 0.1209, "MRR@100": 0.12536, "MRR@3": 0.11111, "MRR@5": 0.11638, "NDCG@1": 0.07253, "NDCG@10": 0.09107, "NDCG@100": 0.10996, "NDCG@3": 0.08057, "NDCG@5": 0.08437, "P@1": 0.07578, "P@10": 0.02207, "P@100": 0.00404, "P@3": 0.04962, "P@5": 0.03563, "Recall@1": 0.04501, "Recall@10": 0.11158, "Recall@100": 0.18671, "Recall@3": 0.07788, "Recall@5": 0.09192}, "wikifacts-window_2": {"MAP@1": 0.04433, "MAP@10": 0.08184, "MAP@100": 0.0884, "MAP@3": 0.0691, "MAP@5": 0.07588, "MRR@1": 0.15847, "MRR@10": 0.21806, "MRR@100": 0.22505, "MRR@3": 0.20121, "MRR@5": 0.20997, "NDCG@1": 0.15373, "NDCG@10": 0.12885, "NDCG@100": 0.15901, "NDCG@3": 0.12661, "NDCG@5": 0.12314, "P@1": 0.15865, "P@10": 0.05231, "P@100": 0.00999, "P@3": 0.10601, "P@5": 0.08007, "Recall@1": 0.04433, "Recall@10": 0.13104, "Recall@100": 0.22992, "Recall@3": 0.08443, "Recall@5": 0.10284}, "wikifacts-window_3": {"MAP@1": 0.03382, "MAP@10": 0.07286, "MAP@100": 0.08059, "MAP@3": 0.05883, "MAP@5": 0.06607, "MRR@1": 0.17621, "MRR@10": 0.24178, "MRR@100": 0.24875, "MRR@3": 0.22334, "MRR@5": 0.23351, "NDCG@1": 0.17385, "NDCG@10": 0.12814, "NDCG@100": 0.15844, "NDCG@3": 0.13721, "NDCG@5": 0.12956, "P@1": 0.17803, "P@10": 0.06703, "P@100": 0.0134, "P@3": 0.13033, "P@5": 0.10049, "Recall@1": 0.03382, "Recall@10": 0.11482, "Recall@100": 0.21039, "Recall@3": 0.07058, "Recall@5": 0.08824}, "wikifacts-window_4": {"MAP@1": 0.02716, "MAP@10": 0.06143, "MAP@100": 0.06923, "MAP@3": 0.048, "MAP@5": 0.05491, "MRR@1": 0.18656, "MRR@10": 0.25507, "MRR@100": 0.26222, "MRR@3": 0.23642, "MRR@5": 0.24648, "NDCG@1": 0.18338, "NDCG@10": 0.12156, "NDCG@100": 0.14805, "NDCG@3": 0.1464, "NDCG@5": 0.12903, "P@1": 0.18856, "P@10": 0.07393, "P@100": 0.01529, "P@3": 0.13975, "P@5": 0.10899, "Recall@1": 0.02716, "Recall@10": 0.09646, "Recall@100": 0.18415, "Recall@3": 0.05779, "Recall@5": 0.07342}, "wikifacts-window_5": {"MAP@1": 0.02289, "MAP@10": 0.05299, "MAP@100": 0.06058, "MAP@3": 0.04079, "MAP@5": 0.04681, "MRR@1": 0.19456, "MRR@10": 0.26583, "MRR@100": 0.27319, "MRR@3": 0.24672, "MRR@5": 0.25692, "NDCG@1": 0.1913, "NDCG@10": 0.11747, "NDCG@100": 0.13904, "NDCG@3": 0.15372, "NDCG@5": 0.12895, "P@1": 0.19619, "P@10": 0.07924, "P@100": 0.01686, "P@3": 0.14717, "P@5": 0.11514, "Recall@1": 0.02289, "Recall@10": 0.08295, "Recall@100": 0.16335, "Recall@3": 0.04918, "Recall@5": 0.06234}, "wikifacts-window_6": {"MAP@1": 0.02058, "MAP@10": 0.04825, "MAP@100": 0.0556, "MAP@3": 0.03683, "MAP@5": 0.04237, "MRR@1": 0.20559, "MRR@10": 0.27946, "MRR@100": 0.28715, "MRR@3": 0.2593, "MRR@5": 0.27008, "NDCG@1": 0.20205, "NDCG@10": 0.11818, "NDCG@100": 0.13455, "NDCG@3": 0.16179, "NDCG@5": 0.13567, "P@1": 0.20722, "P@10": 0.0839, "P@100": 0.01808, "P@3": 0.15442, "P@5": 0.12085, "Recall@1": 0.02058, "Recall@10": 0.07527, "Recall@100": 0.15076, "Recall@3": 0.04418, "Recall@5": 0.05612}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-01", "hardware": "cpu", "model_id": "bm25", "model_name": "BM25 (lemmatized)", "notes": "", "organization": "", "runtime_seconds": 6206.39, "scores": {"average": {"MAP@1": 0.22592, "MAP@10": 0.32689, "MAP@100": 0.35522, "MAP@3": 0.29171, "MAP@5": 0.30963, "MRR@1": 0.39922, "MRR@10": 0.49263, "MRR@100": 0.49874, "MRR@3": 0.47095, "MRR@5": 0.48339, "NDCG@1": 0.38538, "NDCG@10": 0.43152, "NDCG@100": 0.46899, "NDCG@3": 0.41622, "NDCG@5": 0.42213, "P@1": 0.39046, "P@10": 0.14903, "P@100": 0.04641, "P@3": 0.25829, "P@5": 0.20595, "Recall@1": 0.22592, "Recall@10": 0.45053, "Recall@100": 0.63116, "Recall@3": 0.34513, "Recall@5": 0.39044}, "datasets": {"legal_search_2004": {"MAP@1": 0.05139, "MAP@10": 0.23365, "MAP@100": 0.38854, "MAP@3": 0.13454, "MAP@5": 0.17755, "MRR@1": 0.50549, "MRR@10": 0.60568, "MRR@100": 0.61174, "MRR@3": 0.58059, "MRR@5": 0.60201, "NDCG@1": 0.50549, "NDCG@10": 0.4948, "NDCG@100": 0.56684, "NDCG@3": 0.49863, "NDCG@5": 0.50527, "P@1": 0.50549, "P@10": 0.39451, "P@100": 0.1533, "P@3": 0.48352, "P@5": 0.46154, "Recall@1": 0.05139, "Recall@10": 0.31543, "Recall@100": 0.70444, "Recall@3": 0.15222, "Recall@5": 0.22298}, "legal_search_2007": {"MAP@1": 0.03125, "MAP@10": 0.11952, "MAP@100": 0.28731, "MAP@3": 0.0579, "MAP@5": 0.08106, "MRR@1": 0.58, "MRR@10": 0.66125, "MRR@100": 0.66411, "MRR@3": 0.63667, "MRR@5": 0.64967, "NDCG@1": 0.58, "NDCG@10": 0.47568, "NDCG@100": 0.47939, "NDCG@3": 0.51919, "NDCG@5": 0.50664, "P@1": 0.58, "P@10": 0.432, "P@100": 0.189, "P@3": 0.5, "P@5": 0.48, "Recall@1": 0.03125, "Recall@10": 0.15505, "Recall@100": 0.53793, "Recall@3": 0.06367, "Recall@5": 0.09551}, "ria-news": {"MAP@1": 0.5037, "MAP@10": 0.59422, "MAP@100": 0.59973, "MAP@3": 0.57417, "MAP@5": 0.58638, "MRR@1": 0.5041, "MRR@10": 0.59453, "MRR@100": 0.60003, "MRR@3": 0.57463, "MRR@5": 0.58667, "NDCG@1": 0.5037, "NDCG@10": 0.63752, "NDCG@100": 0.66444, "NDCG@3": 0.59666, "NDCG@5": 0.61868, "P@1": 0.5037, "P@10": 0.0773, "P@100": 0.00899, "P@3": 0.22053, "P@5": 0.14302, "Recall@1": 0.5037, "Recall@10": 0.773, "Recall@100": 0.8991, "Recall@3": 0.6616, "Recall@5": 0.7151}, "ru-facts": {"MAP@1": 0.81615, "MAP@10": 0.90017, "MAP@100": 0.90018, "MAP@3": 0.89819, "MAP@5": 0.89972, "MRR@1": 0.83936, "MRR@10": 0.91227, "MRR@100": 0.91228, "MRR@3": 0.91038, "MRR@5": 0.91177, "NDCG@1": 0.81615, "NDCG@10": 0.92541, "NDCG@100": 0.92556, "NDCG@3": 0.92161, "NDCG@5": 0.92438, "P@1": 0.81615, "P@10": 0.09982, "P@100": 0.00999, "P@3": 0.32947, "P@5": 0.19902, "Recall@1": 0.81615, "Recall@10": 0.99822, "Recall@100": 0.99911, "Recall@3": 0.9884, "Recall@5": 0.99509}, "rubq": {"MAP@1": 0.15899, "MAP@10": 0.28682, "MAP@100": 0.30318, "MAP@3": 0.24057, "MAP@5": 0.26627, "MRR@1": 0.24704, "MRR@10": 0.36561, "MRR@100": 0.37495, "MRR@3": 0.33048, "MRR@5": 0.35178, "NDCG@1": 0.24527, "NDCG@10": 0.36605, "NDCG@100": 0.42812, "NDCG@3": 0.28713, "NDCG@5": 0.3244, "P@1": 0.24527, "P@10": 0.08694, "P@100": 0.01304, "P@3": 0.17376, "P@5": 0.13534, "Recall@1": 0.15899, "Recall@10": 0.51823, "Recall@100": 0.76913, "Recall@3": 0.31922, "Recall@5": 0.40509}, "rus-arguana": {"MAP@1": 0.2027, "MAP@10": 0.34778, "MAP@100": 0.35928, "MAP@3": 0.29445, "MAP@5": 0.3239, "MRR@1": 0.20768, "MRR@10": 0.34966, "MRR@100": 0.3611, "MRR@3": 0.29635, "MRR@5": 0.32558, "NDCG@1": 0.2027, "NDCG@10": 0.43471, "NDCG@100": 0.48512, "NDCG@3": 0.32441, "NDCG@5": 0.37745, "P@1": 0.2027, "P@10": 0.07155, "P@100": 0.00939, "P@3": 0.13703, "P@5": 0.10797, "Recall@1": 0.2027, "Recall@10": 0.7155, "Recall@100": 0.93883, "Recall@3": 0.4111, "Recall@5": 0.53983}, "rus-cqadupstack": {"MAP@1": 0.16556, "MAP@10": 0.21691, "MAP@100": 0.22441, "MAP@3": 0.20135, "MAP@5": 0.20981, "MRR@1": 0.19627, "MRR@10": 0.24685, "MRR@100": 0.25357, "MRR@3": 0.23172, "MRR@5": 0.24, "NDCG@1": 0.19612, "NDCG@10": 0.24912, "NDCG@100": 0.2864, "NDCG@3": 0.22148, "NDCG@5": 0.23372, "P@1": 0.19612, "P@10": 0.04183, "P@100": 0.00697, "P@3": 0.10016, "P@5": 0.06965, "Recall@1": 0.16556, "Recall@10": 0.31769, "Recall@100": 0.48626, "Recall@3": 0.23859, "Recall@5": 0.27107}, "rus-fiqa": {"MAP@1": 0.12285, "MAP@10": 0.17321, "MAP@100": 0.18604, "MAP@3": 0.1525, "MAP@5": 0.16331, "MRR@1": 0.208, "MRR@10": 0.26923, "MRR@100": 0.27897, "MRR@3": 0.24733, "MRR@5": 0.25853, "NDCG@1": 0.208, "NDCG@10": 0.21998, "NDCG@100": 0.2804, "NDCG@3": 0.19315, "NDCG@5": 0.2014, "P@1": 0.208, "P@10": 0.0554, "P@100": 0.01166, "P@3": 0.11333, "P@5": 0.0856, "Recall@1": 0.12285, "Recall@10": 0.26716, "Recall@100": 0.5038, "Recall@3": 0.17801, "Recall@5": 0.21226}, "rus-miracl": {"MAP@1": 0.10126, "MAP@10": 0.16264, "MAP@100": 0.18204, "MAP@3": 0.13657, "MAP@5": 0.15006, "MRR@1": 0.20128, "MRR@10": 0.27747, "MRR@100": 0.28802, "MRR@3": 0.25226, "MRR@5": 0.26724, "NDCG@1": 0.20048, "NDCG@10": 0.21896, "NDCG@100": 0.29581, "NDCG@3": 0.18845, "NDCG@5": 0.19889, "P@1": 0.20048, "P@10": 0.06885, "P@100": 0.01586, "P@3": 0.127, "P@5": 0.10032, "Recall@1": 0.10126, "Recall@10": 0.26797, "Recall@100": 0.53924, "Recall@3": 0.16727, "Recall@5": 0.21016}, "rus-mmarco": {"MAP@1": 0.0612, "MAP@10": 0.11432, "MAP@100": 0.12338, "MAP@3": 0.0952, "MAP@5": 0.10573, "MRR@1": 0.06275, "MRR@10": 0.11641, "MRR@100": 0.12552, "MRR@3": 0.09737, "MRR@5": 0.10787, "NDCG@1": 0.06304, "NDCG@10": 0.14699, "NDCG@100": 0.1953, "NDCG@3": 0.10722, "NDCG@5": 0.12615, "P@1": 0.06304, "P@10": 0.02595, "P@100": 0.00507, "P@3": 0.04823, "P@5": 0.03842, "Recall@1": 0.0612, "Recall@10": 0.2493, "Recall@100": 0.48238, "Recall@3": 0.1398, "Recall@5": 0.18532}, "rus-nfcorpus": {"MAP@1": 0.05624, "MAP@10": 0.11787, "MAP@100": 0.13865, "MAP@3": 0.09058, "MAP@5": 0.10166, "MRR@1": 0.387, "MRR@10": 0.48802, "MRR@100": 0.49212, "MRR@3": 0.46491, "MRR@5": 0.48008, "NDCG@1": 0.37461, "NDCG@10": 0.30449, "NDCG@100": 0.26251, "NDCG@3": 0.3486, "NDCG@5": 0.32982, "P@1": 0.3839, "P@10": 0.21796, "P@100": 0.06043, "P@3": 0.32301, "P@5": 0.27678, "Recall@1": 0.05624, "Recall@10": 0.15588, "Recall@100": 0.24516, "Recall@3": 0.1025, "Recall@5": 0.12189}, "rus-quora": {"MAP@1": 0.45272, "MAP@10": 0.55938, "MAP@100": 0.56859, "MAP@3": 0.53184, "MAP@5": 0.54788, "MRR@1": 0.5254, "MRR@10": 0.60481, "MRR@100": 0.61033, "MRR@3": 0.58583, "MRR@5": 0.59726, "NDCG@1": 0.5228, "NDCG@10": 0.60947, "NDCG@100": 0.64533, "NDCG@3": 0.5686, "NDCG@5": 0.5883, "P@1": 0.5228, "P@10": 0.0944, "P@100": 0.01233, "P@3": 0.24767, "P@5": 0.16672, "Recall@1": 0.45272, "Recall@10": 0.71377, "Recall@100": 0.86327, "Recall@3": 0.5995, "Recall@5": 0.65094}, "rus-scidocs": {"MAP@1": 0.0318, "MAP@10": 0.07853, "MAP@100": 0.09168, "MAP@3": 0.05773, "MAP@5": 0.06823, "MRR@1": 0.157, "MRR@10": 0.24539, "MRR@100": 0.25556, "MRR@3": 0.21717, "MRR@5": 0.23177, "NDCG@1": 0.157, "NDCG@10": 0.13794, "NDCG@100": 0.19649, "NDCG@3": 0.13162, "NDCG@5": 0.1145, "P@1": 0.157, "P@10": 0.0718, "P@100": 0.01574, "P@3": 0.124, "P@5": 0.1008, "Recall@1": 0.0318, "Recall@10": 0.14545, "Recall@100": 0.31937, "Recall@3": 0.07555, "Recall@5": 0.10235}, "rus-scifact": {"MAP@1": 0.51361, "MAP@10": 0.6155, "MAP@100": 0.62235, "MAP@3": 0.593, "MAP@5": 0.6072, "MRR@1": 0.53333, "MRR@10": 0.62542, "MRR@100": 0.63077, "MRR@3": 0.60889, "MRR@5": 0.61989, "NDCG@1": 0.53333, "NDCG@10": 0.65816, "NDCG@100": 0.68746, "NDCG@3": 0.62075, "NDCG@5": 0.64221, "P@1": 0.53333, "P@10": 0.08667, "P@100": 0.01027, "P@3": 0.24333, "P@5": 0.16067, "Recall@1": 0.51361, "Recall@10": 0.77478, "Recall@100": 0.90489, "Recall@3": 0.68094, "Recall@5": 0.7305}, "rus-touche": {"MAP@1": 0.02793, "MAP@10": 0.1048, "MAP@100": 0.16904, "MAP@3": 0.06234, "MAP@5": 0.07737, "MRR@1": 0.44898, "MRR@10": 0.61439, "MRR@100": 0.61876, "MRR@3": 0.59524, "MRR@5": 0.59524, "NDCG@1": 0.41837, "NDCG@10": 0.29427, "NDCG@100": 0.39935, "NDCG@3": 0.37286, "NDCG@5": 0.31703, "P@1": 0.44898, "P@10": 0.26122, "P@100": 0.08184, "P@3": 0.38776, "P@5": 0.30204, "Recall@1": 0.02793, "Recall@10": 0.17698, "Recall@100": 0.49423, "Recall@3": 0.07829, "Recall@5": 0.10288}, "rus-trec-covid": {"MAP@1": 0.00197, "MAP@10": 0.01325, "MAP@100": 0.07272, "MAP@3": 0.00522, "MAP@5": 0.00811, "MRR@1": 0.72, "MRR@10": 0.81067, "MRR@100": 0.81286, "MRR@3": 0.79333, "MRR@5": 0.80733, "NDCG@1": 0.67, "NDCG@10": 0.5455, "NDCG@100": 0.42151, "NDCG@3": 0.6105, "NDCG@5": 0.59197, "P@1": 0.72, "P@10": 0.592, "P@100": 0.4484, "P@3": 0.68, "P@5": 0.66, "Recall@1": 0.00197, "Recall@10": 0.01567, "Recall@100": 0.10762, "Recall@3": 0.0055, "Recall@5": 0.00895}, "rus-tydiqa": {"MAP@1": 0.19607, "MAP@10": 0.29345, "MAP@100": 0.30443, "MAP@3": 0.26327, "MAP@5": 0.28183, "MRR@1": 0.21515, "MRR@10": 0.31629, "MRR@100": 0.32599, "MRR@3": 0.28844, "MRR@5": 0.30501, "NDCG@1": 0.20998, "NDCG@10": 0.34945, "NDCG@100": 0.40273, "NDCG@3": 0.29008, "NDCG@5": 0.32244, "P@1": 0.20998, "P@10": 0.05645, "P@100": 0.00857, "P@3": 0.12851, "P@5": 0.09449, "Recall@1": 0.19607, "Recall@10": 0.50316, "Recall@100": 0.74871, "Recall@3": 0.34653, "Recall@5": 0.42283}, "rus-xquad": {"MAP@1": 0.91176, "MAP@10": 0.945, "MAP@100": 0.94523, "MAP@3": 0.94132, "MAP@5": 0.94434, "MRR@1": 0.91176, "MRR@10": 0.94514, "MRR@100": 0.94531, "MRR@3": 0.94132, "MRR@5": 0.94434, "NDCG@1": 0.91176, "NDCG@10": 0.95694, "NDCG@100": 0.95827, "NDCG@3": 0.94999, "NDCG@5": 0.95548, "P@1": 0.91176, "P@10": 0.09924, "P@100": 0.00999, "P@3": 0.32493, "P@5": 0.19765, "Recall@1": 0.91176, "Recall@10": 0.99244, "Recall@100": 0.99916, "Recall@3": 0.97479, "Recall@5": 0.98824}, "rus-xquad-sentences": {"MAP@1": 0.71933, "MAP@10": 0.78789, "MAP@100": 0.79037, "MAP@3": 0.77605, "MAP@5": 0.78206, "MRR@1": 0.71933, "MRR@10": 0.78802, "MRR@100": 0.79043, "MRR@3": 0.77577, "MRR@5": 0.78224, "NDCG@1": 0.71933, "NDCG@10": 0.81862, "NDCG@100": 0.82924, "NDCG@3": 0.79391, "NDCG@5": 0.80481, "P@1": 0.71933, "P@10": 0.09143, "P@100": 0.00961, "P@3": 0.28179, "P@5": 0.17445, "Recall@1": 0.71933, "Recall@10": 0.91387, "Recall@100": 0.96008, "Recall@3": 0.84538, "Recall@5": 0.87185}, "ruscibench-retrieval": {"MAP@1": 0.15822, "MAP@10": 0.26185, "MAP@100": 0.28915, "MAP@3": 0.21258, "MAP@5": 0.23677, "MRR@1": 0.42319, "MRR@10": 0.52627, "MRR@100": 0.53256, "MRR@3": 0.49614, "MRR@5": 0.51382, "NDCG@1": 0.42319, "NDCG@10": 0.35864, "NDCG@100": 0.44492, "NDCG@3": 0.35006, "NDCG@5": 0.34096, "P@1": 0.42319, "P@10": 0.14377, "P@100": 0.02768, "P@3": 0.26087, "P@5": 0.2087, "Recall@1": 0.15822, "Recall@10": 0.38057, "Recall@100": 0.63381, "Recall@3": 0.24487, "Recall@5": 0.29894}, "sberquad-retrieval": {"MAP@1": 0.24087, "MAP@10": 0.58048, "MAP@100": 0.58176, "MAP@3": 0.57049, "MAP@5": 0.57741, "MRR@1": 0.43209, "MRR@10": 0.67828, "MRR@100": 0.6794, "MRR@3": 0.66984, "MRR@5": 0.67496, "NDCG@1": 0.24087, "NDCG@10": 0.67889, "NDCG@100": 0.68472, "NDCG@3": 0.65927, "NDCG@5": 0.67159, "P@1": 0.24087, "P@10": 0.09623, "P@100": 0.00989, "P@3": 0.30348, "P@5": 0.18801, "Recall@1": 0.24087, "Recall@10": 0.96227, "Recall@100": 0.98868, "Recall@3": 0.91044, "Recall@5": 0.94003}, "wikifacts-articles": {"MAP@1": 0.52467, "MAP@10": 0.69583, "MAP@100": 0.70323, "MAP@3": 0.65916, "MAP@5": 0.68301, "MRR@1": 0.6719, "MRR@10": 0.77446, "MRR@100": 0.77675, "MRR@3": 0.7618, "MRR@5": 0.77002, "NDCG@1": 0.66582, "NDCG@10": 0.75835, "NDCG@100": 0.78168, "NDCG@3": 0.7111, "NDCG@5": 0.7377, "P@1": 0.67427, "P@10": 0.12859, "P@100": 0.01474, "P@3": 0.35103, "P@5": 0.23526, "Recall@1": 0.52467, "Recall@10": 0.85752, "Recall@100": 0.94964, "Recall@3": 0.74135, "Recall@5": 0.804}, "wikifacts-para": {"MAP@1": 0.22856, "MAP@10": 0.35513, "MAP@100": 0.36882, "MAP@3": 0.31672, "MAP@5": 0.33906, "MRR@1": 0.36113, "MRR@10": 0.48075, "MRR@100": 0.48733, "MRR@3": 0.45546, "MRR@5": 0.471, "NDCG@1": 0.35257, "NDCG@10": 0.43527, "NDCG@100": 0.48615, "NDCG@3": 0.38141, "NDCG@5": 0.40606, "P@1": 0.35984, "P@10": 0.09833, "P@100": 0.01452, "P@3": 0.22314, "P@5": 0.16183, "Recall@1": 0.22856, "Recall@10": 0.53684, "Recall@100": 0.73382, "Recall@3": 0.39008, "Recall@5": 0.45822}, "wikifacts-sents": {"MAP@1": 0.05851, "MAP@10": 0.09604, "MAP@100": 0.10128, "MAP@3": 0.0838, "MAP@5": 0.09045, "MRR@1": 0.11141, "MRR@10": 0.16465, "MRR@100": 0.17017, "MRR@3": 0.14982, "MRR@5": 0.15791, "NDCG@1": 0.09694, "NDCG@10": 0.1301, "NDCG@100": 0.15635, "NDCG@3": 0.11013, "NDCG@5": 0.11833, "P@1": 0.10128, "P@10": 0.034, "P@100": 0.00606, "P@3": 0.07036, "P@5": 0.05303, "Recall@1": 0.05851, "Recall@10": 0.16596, "Recall@100": 0.26827, "Recall@3": 0.1097, "Recall@5": 0.13316}, "wikifacts-window_2": {"MAP@1": 0.05723, "MAP@10": 0.1389, "MAP@100": 0.15247, "MAP@3": 0.10893, "MAP@5": 0.12583, "MRR@1": 0.21148, "MRR@10": 0.30026, "MRR@100": 0.30762, "MRR@3": 0.2755, "MRR@5": 0.29056, "NDCG@1": 0.19973, "NDCG@10": 0.20609, "NDCG@100": 0.25467, "NDCG@3": 0.18965, "NDCG@5": 0.1935, "P@1": 0.20692, "P@10": 0.09044, "P@100": 0.017, "P@3": 0.16727, "P@5": 0.13556, "Recall@1": 0.05723, "Recall@10": 0.22564, "Recall@100": 0.38171, "Recall@3": 0.13474, "Recall@5": 0.17614}, "wikifacts-window_3": {"MAP@1": 0.04819, "MAP@10": 0.15834, "MAP@100": 0.18214, "MAP@3": 0.1135, "MAP@5": 0.13583, "MRR@1": 0.26168, "MRR@10": 0.34756, "MRR@100": 0.35536, "MRR@3": 0.32045, "MRR@5": 0.33754, "NDCG@1": 0.25132, "NDCG@10": 0.24106, "NDCG@100": 0.30372, "NDCG@3": 0.23362, "NDCG@5": 0.23405, "P@1": 0.25805, "P@10": 0.13941, "P@100": 0.02782, "P@3": 0.2338, "P@5": 0.19644, "Recall@1": 0.04819, "Recall@10": 0.23904, "Recall@100": 0.4278, "Recall@3": 0.13054, "Recall@5": 0.17677}, "wikifacts-window_4": {"MAP@1": 0.04129, "MAP@10": 0.17095, "MAP@100": 0.20497, "MAP@3": 0.10556, "MAP@5": 0.13884, "MRR@1": 0.2921, "MRR@10": 0.37452, "MRR@100": 0.38259, "MRR@3": 0.34802, "MRR@5": 0.36424, "NDCG@1": 0.28247, "NDCG@10": 0.2679, "NDCG@100": 0.33667, "NDCG@3": 0.27286, "NDCG@5": 0.26349, "P@1": 0.28992, "P@10": 0.18449, "P@100": 0.03849, "P@3": 0.27629, "P@5": 0.2449, "Recall@1": 0.04129, "Recall@10": 0.24535, "Recall@100": 0.4549, "Recall@3": 0.11778, "Recall@5": 0.17012}, "wikifacts-window_5": {"MAP@1": 0.03528, "MAP@10": 0.17686, "MAP@100": 0.2219, "MAP@3": 0.09456, "MAP@5": 0.13763, "MRR@1": 0.30734, "MRR@10": 0.38927, "MRR@100": 0.39783, "MRR@3": 0.36419, "MRR@5": 0.37548, "NDCG@1": 0.29834, "NDCG@10": 0.28612, "NDCG@100": 0.35953, "NDCG@3": 0.29604, "NDCG@5": 0.28219, "P@1": 0.30644, "P@10": 0.22388, "P@100": 0.0495, "P@3": 0.30245, "P@5": 0.28214, "Recall@1": 0.03528, "Recall@10": 0.24301, "Recall@100": 0.47219, "Recall@3": 0.10458, "Recall@5": 0.16117}, "wikifacts-window_6": {"MAP@1": 0.03252, "MAP@10": 0.18066, "MAP@100": 0.23849, "MAP@3": 0.08763, "MAP@5": 0.13196, "MRR@1": 0.33515, "MRR@10": 0.4131, "MRR@100": 0.42146, "MRR@3": 0.38759, "MRR@5": 0.39861, "NDCG@1": 0.3265, "NDCG@10": 0.30764, "NDCG@100": 0.38212, "NDCG@3": 0.32135, "NDCG@5": 0.31045, "P@1": 0.33442, "P@10": 0.2573, "P@100": 0.05979, "P@3": 0.32771, "P@5": 0.31218, "Recall@1": 0.03252, "Recall@10": 0.23968, "Recall@100": 0.4901, "Recall@3": 0.09588, "Recall@5": 0.15145}}}, "source_url": "", "type": "sparse", "verified": true} {"base_model_id": "ai-forever/FRIDA", "date": "2026-07-02", "hardware": "cuda", "model_id": "ai-forever/FRIDA+BAAI/bge-reranker-v2-m3", "model_name": "FRIDA+BGE-Reranker-v2-m3", "notes": "", "organization": "BAAI", "rerank_top_k": 20, "runtime_seconds": 84884.28, "scores": {"average": {"MAP@1": 0.30458, "MAP@10": 0.43347, "MAP@100": 0.44209, "MAP@3": 0.39217, "MAP@5": 0.41449, "MRR@1": 0.53949, "MRR@10": 0.62552, "MRR@100": 0.62698, "MRR@3": 0.60973, "MRR@5": 0.61975, "NDCG@1": 0.5244, "NDCG@10": 0.55363, "NDCG@100": 0.52209, "NDCG@3": 0.55132, "NDCG@5": 0.55156, "P@1": 0.52849, "P@10": 0.18604, "P@100": 0.02431, "P@3": 0.34494, "P@5": 0.26921, "Recall@1": 0.30458, "Recall@10": 0.54673, "Recall@100": 0.5757, "Recall@3": 0.4486, "Recall@5": 0.49544}, "datasets": {"legal_search_2004": {"MAP@1": 0.0791, "MAP@10": 0.22893, "MAP@100": 0.25422, "MAP@3": 0.15496, "MAP@5": 0.18408, "MRR@1": 0.61538, "MRR@10": 0.65659, "MRR@100": 0.65957, "MRR@3": 0.65385, "MRR@5": 0.65659, "NDCG@1": 0.61538, "NDCG@10": 0.48479, "NDCG@100": 0.35782, "NDCG@3": 0.56504, "NDCG@5": 0.52946, "P@1": 0.61538, "P@10": 0.36593, "P@100": 0.04879, "P@3": 0.53114, "P@5": 0.45934, "Recall@1": 0.0791, "Recall@10": 0.26077, "Recall@100": 0.30083, "Recall@3": 0.16326, "Recall@5": 0.20134}, "legal_search_2007": {"MAP@1": 0.03502, "MAP@10": 0.13164, "MAP@100": 0.17823, "MAP@3": 0.07268, "MAP@5": 0.09167, "MRR@1": 0.6, "MRR@10": 0.6655, "MRR@100": 0.6655, "MRR@3": 0.64667, "MRR@5": 0.65967, "NDCG@1": 0.6, "NDCG@10": 0.48476, "NDCG@100": 0.29087, "NDCG@3": 0.55531, "NDCG@5": 0.51881, "P@1": 0.6, "P@10": 0.432, "P@100": 0.0692, "P@3": 0.53333, "P@5": 0.48, "Recall@1": 0.03502, "Recall@10": 0.153, "Recall@100": 0.22427, "Recall@3": 0.07531, "Recall@5": 0.09871}, "ria-news": {"MAP@1": 0.7933, "MAP@10": 0.84639, "MAP@100": 0.84678, "MAP@3": 0.83928, "MAP@5": 0.84411, "MRR@1": 0.7934, "MRR@10": 0.84645, "MRR@100": 0.84683, "MRR@3": 0.83933, "MRR@5": 0.84419, "NDCG@1": 0.7933, "NDCG@10": 0.86703, "NDCG@100": 0.86842, "NDCG@3": 0.85298, "NDCG@5": 0.86165, "P@1": 0.7933, "P@10": 0.09295, "P@100": 0.00935, "P@3": 0.2974, "P@5": 0.18264, "Recall@1": 0.7933, "Recall@10": 0.9295, "Recall@100": 0.935, "Recall@3": 0.8922, "Recall@5": 0.9132}, "ru-facts": {"MAP@1": 0.82062, "MAP@10": 0.9042, "MAP@100": 0.9042, "MAP@3": 0.90287, "MAP@5": 0.90387, "MRR@1": 0.83534, "MRR@10": 0.91231, "MRR@100": 0.91231, "MRR@3": 0.91105, "MRR@5": 0.91199, "NDCG@1": 0.82062, "NDCG@10": 0.92893, "NDCG@100": 0.92893, "NDCG@3": 0.92636, "NDCG@5": 0.92818, "P@1": 0.82062, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3311, "P@5": 0.19955, "Recall@1": 0.82062, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99331, "Recall@5": 0.99777}, "rubq": {"MAP@1": 0.48779, "MAP@10": 0.69096, "MAP@100": 0.69325, "MAP@3": 0.6433, "MAP@5": 0.67701, "MRR@1": 0.68972, "MRR@10": 0.77775, "MRR@100": 0.77842, "MRR@3": 0.76241, "MRR@5": 0.7734, "NDCG@1": 0.68913, "NDCG@10": 0.75635, "NDCG@100": 0.76148, "NDCG@3": 0.69995, "NDCG@5": 0.73476, "P@1": 0.68913, "P@10": 0.14096, "P@100": 0.01441, "P@3": 0.37608, "P@5": 0.25957, "Recall@1": 0.48779, "Recall@10": 0.85732, "Recall@100": 0.87332, "Recall@3": 0.72096, "Recall@5": 0.80391}, "rus-arguana": {"MAP@1": 0.30156, "MAP@10": 0.44929, "MAP@100": 0.4532, "MAP@3": 0.406, "MAP@5": 0.43199, "MRR@1": 0.30299, "MRR@10": 0.44966, "MRR@100": 0.45363, "MRR@3": 0.40588, "MRR@5": 0.43244, "NDCG@1": 0.30156, "NDCG@10": 0.52838, "NDCG@100": 0.54201, "NDCG@3": 0.44018, "NDCG@5": 0.48704, "P@1": 0.30156, "P@10": 0.07795, "P@100": 0.00832, "P@3": 0.17971, "P@5": 0.13058, "Recall@1": 0.30156, "Recall@10": 0.77952, "Recall@100": 0.83215, "Recall@3": 0.53912, "Recall@5": 0.65292}, "rus-cqadupstack": {"MAP@1": 0.20501, "MAP@10": 0.27305, "MAP@100": 0.27625, "MAP@3": 0.25358, "MAP@5": 0.2646, "MRR@1": 0.24412, "MRR@10": 0.31067, "MRR@100": 0.31345, "MRR@3": 0.29272, "MRR@5": 0.30311, "NDCG@1": 0.2442, "NDCG@10": 0.31354, "NDCG@100": 0.32295, "NDCG@3": 0.28055, "NDCG@5": 0.29624, "P@1": 0.2442, "P@10": 0.05374, "P@100": 0.00601, "P@3": 0.12836, "P@5": 0.09022, "Recall@1": 0.20501, "Recall@10": 0.39667, "Recall@100": 0.4327, "Recall@3": 0.30393, "Recall@5": 0.3448}, "rus-fiqa": {"MAP@1": 0.20785, "MAP@10": 0.31422, "MAP@100": 0.32036, "MAP@3": 0.28201, "MAP@5": 0.30014, "MRR@1": 0.38, "MRR@10": 0.46429, "MRR@100": 0.46662, "MRR@3": 0.448, "MRR@5": 0.4565, "NDCG@1": 0.38, "NDCG@10": 0.38481, "NDCG@100": 0.39861, "NDCG@3": 0.35958, "NDCG@5": 0.36565, "P@1": 0.38, "P@10": 0.0984, "P@100": 0.01124, "P@3": 0.22667, "P@5": 0.1624, "Recall@1": 0.20785, "Recall@10": 0.44127, "Recall@100": 0.48242, "Recall@3": 0.3399, "Recall@5": 0.38135}, "rus-miracl": {"MAP@1": 0.4039, "MAP@10": 0.67806, "MAP@100": 0.68582, "MAP@3": 0.59532, "MAP@5": 0.64377, "MRR@1": 0.77236, "MRR@10": 0.84877, "MRR@100": 0.84926, "MRR@3": 0.83999, "MRR@5": 0.84606, "NDCG@1": 0.77236, "NDCG@10": 0.76337, "NDCG@100": 0.77519, "NDCG@3": 0.732, "NDCG@5": 0.73811, "P@1": 0.77236, "P@10": 0.2135, "P@100": 0.02261, "P@3": 0.49627, "P@5": 0.35911, "Recall@1": 0.4039, "Recall@10": 0.82127, "Recall@100": 0.85047, "Recall@3": 0.65279, "Recall@5": 0.74018}, "rus-mmarco": {"MAP@1": 0.1958, "MAP@10": 0.30334, "MAP@100": 0.30792, "MAP@3": 0.27142, "MAP@5": 0.28982, "MRR@1": 0.20186, "MRR@10": 0.3091, "MRR@100": 0.31355, "MRR@3": 0.27758, "MRR@5": 0.29609, "NDCG@1": 0.20201, "NDCG@10": 0.36275, "NDCG@100": 0.37854, "NDCG@3": 0.29791, "NDCG@5": 0.33095, "P@1": 0.20201, "P@10": 0.05688, "P@100": 0.00635, "P@3": 0.12779, "P@5": 0.09332, "Recall@1": 0.1958, "Recall@10": 0.54422, "Recall@100": 0.6043, "Recall@3": 0.36861, "Recall@5": 0.44803}, "rus-nfcorpus": {"MAP@1": 0.0588, "MAP@10": 0.11993, "MAP@100": 0.12922, "MAP@3": 0.09235, "MAP@5": 0.10445, "MRR@1": 0.44272, "MRR@10": 0.52789, "MRR@100": 0.52975, "MRR@3": 0.50929, "MRR@5": 0.52307, "NDCG@1": 0.42724, "NDCG@10": 0.32587, "NDCG@100": 0.22776, "NDCG@3": 0.39001, "NDCG@5": 0.36294, "P@1": 0.43963, "P@10": 0.23653, "P@100": 0.03161, "P@3": 0.36636, "P@5": 0.3096, "Recall@1": 0.0588, "Recall@10": 0.14741, "Recall@100": 0.16969, "Recall@3": 0.09976, "Recall@5": 0.11943}, "rus-quora": {"MAP@1": 0.62451, "MAP@10": 0.76171, "MAP@100": 0.76366, "MAP@3": 0.73129, "MAP@5": 0.75136, "MRR@1": 0.7208, "MRR@10": 0.79521, "MRR@100": 0.79588, "MRR@3": 0.7824, "MRR@5": 0.79143, "NDCG@1": 0.7182, "NDCG@10": 0.80418, "NDCG@100": 0.80743, "NDCG@3": 0.77118, "NDCG@5": 0.79082, "P@1": 0.7182, "P@10": 0.12294, "P@100": 0.01265, "P@3": 0.33993, "P@5": 0.2264, "Recall@1": 0.62451, "Recall@10": 0.89067, "Recall@100": 0.90245, "Recall@3": 0.79783, "Recall@5": 0.85123}, "rus-scidocs": {"MAP@1": 0.03588, "MAP@10": 0.08817, "MAP@100": 0.09293, "MAP@3": 0.06449, "MAP@5": 0.07572, "MRR@1": 0.176, "MRR@10": 0.27133, "MRR@100": 0.27453, "MRR@3": 0.2455, "MRR@5": 0.25895, "NDCG@1": 0.176, "NDCG@10": 0.15222, "NDCG@100": 0.16497, "NDCG@3": 0.14796, "NDCG@5": 0.12699, "P@1": 0.176, "P@10": 0.0782, "P@100": 0.00928, "P@3": 0.14, "P@5": 0.1112, "Recall@1": 0.03588, "Recall@10": 0.15877, "Recall@100": 0.18832, "Recall@3": 0.08532, "Recall@5": 0.11282}, "rus-scifact": {"MAP@1": 0.58344, "MAP@10": 0.66156, "MAP@100": 0.66251, "MAP@3": 0.64221, "MAP@5": 0.65196, "MRR@1": 0.60667, "MRR@10": 0.67259, "MRR@100": 0.67315, "MRR@3": 0.65944, "MRR@5": 0.66528, "NDCG@1": 0.60667, "NDCG@10": 0.69698, "NDCG@100": 0.69957, "NDCG@3": 0.66517, "NDCG@5": 0.67735, "P@1": 0.60667, "P@10": 0.08967, "P@100": 0.0091, "P@3": 0.25556, "P@5": 0.16333, "Recall@1": 0.58344, "Recall@10": 0.79189, "Recall@100": 0.80089, "Recall@3": 0.70506, "Recall@5": 0.73667}, "rus-touche": {"MAP@1": 0.03208, "MAP@10": 0.12335, "MAP@100": 0.14297, "MAP@3": 0.07217, "MAP@5": 0.09085, "MRR@1": 0.40816, "MRR@10": 0.57797, "MRR@100": 0.57797, "MRR@3": 0.53741, "MRR@5": 0.56599, "NDCG@1": 0.38776, "NDCG@10": 0.3159, "NDCG@100": 0.29044, "NDCG@3": 0.37391, "NDCG@5": 0.35463, "P@1": 0.40816, "P@10": 0.27347, "P@100": 0.03694, "P@3": 0.38776, "P@5": 0.3551, "Recall@1": 0.03208, "Recall@10": 0.18472, "Recall@100": 0.23956, "Recall@3": 0.08327, "Recall@5": 0.11823}, "rus-trec-covid": {"MAP@1": 0.00247, "MAP@10": 0.0223, "MAP@100": 0.03878, "MAP@3": 0.00743, "MAP@5": 0.0122, "MRR@1": 0.96, "MRR@10": 0.97667, "MRR@100": 0.97667, "MRR@3": 0.97667, "MRR@5": 0.97667, "NDCG@1": 0.94, "NDCG@10": 0.85684, "NDCG@100": 0.27087, "NDCG@3": 0.90642, "NDCG@5": 0.88625, "P@1": 0.96, "P@10": 0.896, "P@100": 0.1644, "P@3": 0.96, "P@5": 0.944, "Recall@1": 0.00247, "Recall@10": 0.02307, "Recall@100": 0.0412, "Recall@3": 0.00755, "Recall@5": 0.01245}, "rus-tydiqa": {"MAP@1": 0.44306, "MAP@10": 0.5957, "MAP@100": 0.59826, "MAP@3": 0.56464, "MAP@5": 0.58518, "MRR@1": 0.47676, "MRR@10": 0.621, "MRR@100": 0.62273, "MRR@3": 0.59897, "MRR@5": 0.61364, "NDCG@1": 0.47935, "NDCG@10": 0.66116, "NDCG@100": 0.66902, "NDCG@3": 0.6074, "NDCG@5": 0.63996, "P@1": 0.47935, "P@10": 0.09509, "P@100": 0.00985, "P@3": 0.25904, "P@5": 0.17418, "Recall@1": 0.44306, "Recall@10": 0.83046, "Recall@100": 0.85944, "Recall@3": 0.69664, "Recall@5": 0.77051}, "rus-xquad": {"MAP@1": 0.96975, "MAP@10": 0.97997, "MAP@100": 0.97997, "MAP@3": 0.97997, "MAP@5": 0.97997, "MRR@1": 0.96975, "MRR@10": 0.97997, "MRR@100": 0.97997, "MRR@3": 0.97997, "MRR@5": 0.97997, "NDCG@1": 0.96975, "NDCG@10": 0.98278, "NDCG@100": 0.98278, "NDCG@3": 0.98278, "NDCG@5": 0.98278, "P@1": 0.96975, "P@10": 0.09908, "P@100": 0.00991, "P@3": 0.33025, "P@5": 0.19815, "Recall@1": 0.96975, "Recall@10": 0.99076, "Recall@100": 0.99076, "Recall@3": 0.99076, "Recall@5": 0.99076}, "rus-xquad-sentences": {"MAP@1": 0.84664, "MAP@10": 0.8983, "MAP@100": 0.8984, "MAP@3": 0.89132, "MAP@5": 0.89623, "MRR@1": 0.84706, "MRR@10": 0.89855, "MRR@100": 0.89866, "MRR@3": 0.89174, "MRR@5": 0.89648, "NDCG@1": 0.84706, "NDCG@10": 0.91785, "NDCG@100": 0.91826, "NDCG@3": 0.90445, "NDCG@5": 0.91307, "P@1": 0.84706, "P@10": 0.09773, "P@100": 0.00979, "P@3": 0.31401, "P@5": 0.19261, "Recall@1": 0.84664, "Recall@10": 0.97647, "Recall@100": 0.97815, "Recall@3": 0.9416, "Recall@5": 0.96218}, "ruscibench-retrieval": {"MAP@1": 0.27625, "MAP@10": 0.55447, "MAP@100": 0.55752, "MAP@3": 0.44923, "MAP@5": 0.516, "MRR@1": 0.8087, "MRR@10": 0.86338, "MRR@100": 0.86338, "MRR@3": 0.85942, "MRR@5": 0.8629, "NDCG@1": 0.8087, "NDCG@10": 0.65904, "NDCG@100": 0.66274, "NDCG@3": 0.72399, "NDCG@5": 0.67909, "P@1": 0.8087, "P@10": 0.26638, "P@100": 0.0271, "P@3": 0.59324, "P@5": 0.45855, "Recall@1": 0.27625, "Recall@10": 0.63208, "Recall@100": 0.64028, "Recall@3": 0.48157, "Recall@5": 0.57094}, "sberquad-retrieval": {"MAP@1": 0.24126, "MAP@10": 0.56569, "MAP@100": 0.56573, "MAP@3": 0.56195, "MAP@5": 0.56515, "MRR@1": 0.51529, "MRR@10": 0.70381, "MRR@100": 0.70386, "MRR@3": 0.70082, "MRR@5": 0.7034, "NDCG@1": 0.24126, "NDCG@10": 0.65418, "NDCG@100": 0.65432, "NDCG@3": 0.64725, "NDCG@5": 0.65295, "P@1": 0.24126, "P@10": 0.09055, "P@100": 0.00906, "P@3": 0.29607, "P@5": 0.18038, "Recall@1": 0.24126, "Recall@10": 0.90548, "Recall@100": 0.90608, "Recall@3": 0.8882, "Recall@5": 0.90191}, "wikifacts-articles": {"MAP@1": 0.46966, "MAP@10": 0.63195, "MAP@100": 0.63291, "MAP@3": 0.60253, "MAP@5": 0.62389, "MRR@1": 0.61442, "MRR@10": 0.71245, "MRR@100": 0.71279, "MRR@3": 0.70252, "MRR@5": 0.7095, "NDCG@1": 0.60584, "NDCG@10": 0.68806, "NDCG@100": 0.69022, "NDCG@3": 0.65238, "NDCG@5": 0.67559, "P@1": 0.61588, "P@10": 0.11657, "P@100": 0.0118, "P@3": 0.32932, "P@5": 0.21964, "Recall@1": 0.46966, "Recall@10": 0.77113, "Recall@100": 0.77806, "Recall@3": 0.68484, "Recall@5": 0.73941}, "wikifacts-para": {"MAP@1": 0.29149, "MAP@10": 0.42249, "MAP@100": 0.42618, "MAP@3": 0.39062, "MAP@5": 0.40988, "MRR@1": 0.45279, "MRR@10": 0.55558, "MRR@100": 0.55678, "MRR@3": 0.54123, "MRR@5": 0.55085, "NDCG@1": 0.44221, "NDCG@10": 0.4936, "NDCG@100": 0.50178, "NDCG@3": 0.4593, "NDCG@5": 0.4752, "P@1": 0.45187, "P@10": 0.10456, "P@100": 0.01112, "P@3": 0.26486, "P@5": 0.18362, "Recall@1": 0.29149, "Recall@10": 0.56051, "Recall@100": 0.58523, "Recall@3": 0.46014, "Recall@5": 0.51093}, "wikifacts-sents": {"MAP@1": 0.10176, "MAP@10": 0.16974, "MAP@100": 0.17283, "MAP@3": 0.15011, "MAP@5": 0.16154, "MRR@1": 0.18466, "MRR@10": 0.26628, "MRR@100": 0.26878, "MRR@3": 0.24628, "MRR@5": 0.25906, "NDCG@1": 0.16594, "NDCG@10": 0.22109, "NDCG@100": 0.2299, "NDCG@3": 0.19271, "NDCG@5": 0.20615, "P@1": 0.17019, "P@10": 0.05701, "P@100": 0.00644, "P@3": 0.12239, "P@5": 0.0917, "Recall@1": 0.10176, "Recall@10": 0.27213, "Recall@100": 0.29908, "Recall@3": 0.19475, "Recall@5": 0.23178}, "wikifacts-window_2": {"MAP@1": 0.09608, "MAP@10": 0.22863, "MAP@100": 0.23587, "MAP@3": 0.18223, "MAP@5": 0.20871, "MRR@1": 0.34208, "MRR@10": 0.44926, "MRR@100": 0.45132, "MRR@3": 0.42653, "MRR@5": 0.44172, "NDCG@1": 0.32869, "NDCG@10": 0.31948, "NDCG@100": 0.33072, "NDCG@3": 0.3071, "NDCG@5": 0.30762, "P@1": 0.33534, "P@10": 0.13648, "P@100": 0.01565, "P@3": 0.26636, "P@5": 0.21151, "Recall@1": 0.09608, "Recall@10": 0.3327, "Recall@100": 0.36774, "Recall@3": 0.21689, "Recall@5": 0.27261}, "wikifacts-window_3": {"MAP@1": 0.07494, "MAP@10": 0.23849, "MAP@100": 0.25022, "MAP@3": 0.17362, "MAP@5": 0.20738, "MRR@1": 0.39225, "MRR@10": 0.48606, "MRR@100": 0.48829, "MRR@3": 0.46408, "MRR@5": 0.47772, "NDCG@1": 0.3808, "NDCG@10": 0.34357, "NDCG@100": 0.35216, "NDCG@3": 0.34719, "NDCG@5": 0.34256, "P@1": 0.38934, "P@10": 0.19385, "P@100": 0.02281, "P@3": 0.344, "P@5": 0.28245, "Recall@1": 0.07494, "Recall@10": 0.32609, "Recall@100": 0.36922, "Recall@3": 0.19526, "Recall@5": 0.25375}, "wikifacts-window_4": {"MAP@1": 0.06003, "MAP@10": 0.23569, "MAP@100": 0.25286, "MAP@3": 0.15076, "MAP@5": 0.1965, "MRR@1": 0.41253, "MRR@10": 0.50075, "MRR@100": 0.50309, "MRR@3": 0.48023, "MRR@5": 0.49295, "NDCG@1": 0.40345, "NDCG@10": 0.35384, "NDCG@100": 0.35584, "NDCG@3": 0.38204, "NDCG@5": 0.36228, "P@1": 0.41253, "P@10": 0.23609, "P@100": 0.02874, "P@3": 0.38383, "P@5": 0.33144, "Recall@1": 0.06003, "Recall@10": 0.30865, "Recall@100": 0.35937, "Recall@3": 0.16615, "Recall@5": 0.23098}, "wikifacts-window_5": {"MAP@1": 0.05024, "MAP@10": 0.2292, "MAP@100": 0.25023, "MAP@3": 0.1294, "MAP@5": 0.18341, "MRR@1": 0.43064, "MRR@10": 0.51216, "MRR@100": 0.51479, "MRR@3": 0.49254, "MRR@5": 0.50387, "NDCG@1": 0.41995, "NDCG@10": 0.36065, "NDCG@100": 0.35348, "NDCG@3": 0.39963, "NDCG@5": 0.37287, "P@1": 0.42847, "P@10": 0.2715, "P@100": 0.03391, "P@3": 0.40218, "P@5": 0.36551, "Recall@1": 0.05024, "Recall@10": 0.29115, "Recall@100": 0.34643, "Recall@3": 0.14032, "Recall@5": 0.20912}, "wikifacts-window_6": {"MAP@1": 0.04456, "MAP@10": 0.22315, "MAP@100": 0.24932, "MAP@3": 0.11519, "MAP@5": 0.16872, "MRR@1": 0.44874, "MRR@10": 0.52804, "MRR@100": 0.53078, "MRR@3": 0.50956, "MRR@5": 0.51914, "NDCG@1": 0.44003, "NDCG@10": 0.37332, "NDCG@100": 0.35356, "NDCG@3": 0.41761, "NDCG@5": 0.39539, "P@1": 0.44928, "P@10": 0.3012, "P@100": 0.03846, "P@3": 0.42031, "P@5": 0.39096, "Recall@1": 0.04456, "Recall@10": 0.27735, "Recall@100": 0.3378, "Recall@3": 0.12416, "Recall@5": 0.18985}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "BAAI/bge-m3", "date": "2026-07-02", "hardware": "cuda", "model_id": "BAAI/bge-m3+BAAI/bge-reranker-v2-m3", "model_name": "bge-m3+BGE-Reranker-v2-m3", "notes": "", "organization": "BAAI", "rerank_top_k": 20, "runtime_seconds": 88807.52, "scores": {"average": {"MAP@1": 0.30429, "MAP@10": 0.43387, "MAP@100": 0.44248, "MAP@3": 0.39156, "MAP@5": 0.41477, "MRR@1": 0.53205, "MRR@10": 0.62102, "MRR@100": 0.62272, "MRR@3": 0.60471, "MRR@5": 0.61494, "NDCG@1": 0.51882, "NDCG@10": 0.5505, "NDCG@100": 0.5221, "NDCG@3": 0.5457, "NDCG@5": 0.54804, "P@1": 0.52368, "P@10": 0.18168, "P@100": 0.0231, "P@3": 0.3388, "P@5": 0.26566, "Recall@1": 0.30429, "Recall@10": 0.55099, "Recall@100": 0.58198, "Recall@3": 0.44862, "Recall@5": 0.49743}, "datasets": {"legal_search_2004": {"MAP@1": 0.07728, "MAP@10": 0.23198, "MAP@100": 0.26888, "MAP@3": 0.15351, "MAP@5": 0.18362, "MRR@1": 0.6044, "MRR@10": 0.66245, "MRR@100": 0.66319, "MRR@3": 0.65568, "MRR@5": 0.66062, "NDCG@1": 0.6044, "NDCG@10": 0.50311, "NDCG@100": 0.37689, "NDCG@3": 0.57052, "NDCG@5": 0.54525, "P@1": 0.6044, "P@10": 0.39011, "P@100": 0.05495, "P@3": 0.53846, "P@5": 0.48132, "Recall@1": 0.07728, "Recall@10": 0.26753, "Recall@100": 0.32409, "Recall@3": 0.16375, "Recall@5": 0.20291}, "legal_search_2007": {"MAP@1": 0.03351, "MAP@10": 0.10677, "MAP@100": 0.14127, "MAP@3": 0.05549, "MAP@5": 0.07245, "MRR@1": 0.58, "MRR@10": 0.649, "MRR@100": 0.649, "MRR@3": 0.62333, "MRR@5": 0.64233, "NDCG@1": 0.58, "NDCG@10": 0.41925, "NDCG@100": 0.2473, "NDCG@3": 0.4755, "NDCG@5": 0.45929, "P@1": 0.58, "P@10": 0.37, "P@100": 0.0582, "P@3": 0.44667, "P@5": 0.428, "Recall@1": 0.03351, "Recall@10": 0.13119, "Recall@100": 0.18511, "Recall@3": 0.05824, "Recall@5": 0.08055}, "ria-news": {"MAP@1": 0.7928, "MAP@10": 0.84747, "MAP@100": 0.84808, "MAP@3": 0.84022, "MAP@5": 0.84491, "MRR@1": 0.7933, "MRR@10": 0.84773, "MRR@100": 0.84834, "MRR@3": 0.84047, "MRR@5": 0.84521, "NDCG@1": 0.7928, "NDCG@10": 0.86871, "NDCG@100": 0.87085, "NDCG@3": 0.85432, "NDCG@5": 0.86266, "P@1": 0.7928, "P@10": 0.09331, "P@100": 0.00941, "P@3": 0.29823, "P@5": 0.18294, "Recall@1": 0.7928, "Recall@10": 0.9331, "Recall@100": 0.9414, "Recall@3": 0.8947, "Recall@5": 0.9147}, "ru-facts": {"MAP@1": 0.82062, "MAP@10": 0.90404, "MAP@100": 0.90407, "MAP@3": 0.90265, "MAP@5": 0.90376, "MRR@1": 0.83802, "MRR@10": 0.9125, "MRR@100": 0.91254, "MRR@3": 0.9112, "MRR@5": 0.91223, "NDCG@1": 0.82062, "NDCG@10": 0.9287, "NDCG@100": 0.92882, "NDCG@3": 0.92608, "NDCG@5": 0.92809, "P@1": 0.82062, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.33095, "P@5": 0.19955, "Recall@1": 0.82062, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99286, "Recall@5": 0.99777}, "rubq": {"MAP@1": 0.48897, "MAP@10": 0.69406, "MAP@100": 0.69646, "MAP@3": 0.64302, "MAP@5": 0.67694, "MRR@1": 0.6909, "MRR@10": 0.77912, "MRR@100": 0.77988, "MRR@3": 0.7629, "MRR@5": 0.77416, "NDCG@1": 0.68972, "NDCG@10": 0.76142, "NDCG@100": 0.76697, "NDCG@3": 0.6993, "NDCG@5": 0.73457, "P@1": 0.68972, "P@10": 0.14344, "P@100": 0.01469, "P@3": 0.37411, "P@5": 0.25875, "Recall@1": 0.48897, "Recall@10": 0.87063, "Recall@100": 0.88832, "Recall@3": 0.71953, "Recall@5": 0.80309}, "rus-arguana": {"MAP@1": 0.29872, "MAP@10": 0.45305, "MAP@100": 0.45791, "MAP@3": 0.40446, "MAP@5": 0.43301, "MRR@1": 0.30014, "MRR@10": 0.45383, "MRR@100": 0.45869, "MRR@3": 0.40493, "MRR@5": 0.43384, "NDCG@1": 0.29872, "NDCG@10": 0.54095, "NDCG@100": 0.55802, "NDCG@3": 0.44073, "NDCG@5": 0.49269, "P@1": 0.29872, "P@10": 0.08222, "P@100": 0.00888, "P@3": 0.18208, "P@5": 0.13471, "Recall@1": 0.29872, "Recall@10": 0.82219, "Recall@100": 0.88834, "Recall@3": 0.54623, "Recall@5": 0.67354}, "rus-cqadupstack": {"MAP@1": 0.21037, "MAP@10": 0.28639, "MAP@100": 0.29064, "MAP@3": 0.26346, "MAP@5": 0.27616, "MRR@1": 0.2496, "MRR@10": 0.32347, "MRR@100": 0.32694, "MRR@3": 0.30264, "MRR@5": 0.31447, "NDCG@1": 0.2496, "NDCG@10": 0.33165, "NDCG@100": 0.34411, "NDCG@3": 0.29179, "NDCG@5": 0.31043, "P@1": 0.2496, "P@10": 0.05822, "P@100": 0.00666, "P@3": 0.13435, "P@5": 0.09566, "Recall@1": 0.21037, "Recall@10": 0.42932, "Recall@100": 0.47615, "Recall@3": 0.31921, "Recall@5": 0.36624}, "rus-fiqa": {"MAP@1": 0.21458, "MAP@10": 0.32794, "MAP@100": 0.33569, "MAP@3": 0.29139, "MAP@5": 0.31103, "MRR@1": 0.392, "MRR@10": 0.47287, "MRR@100": 0.4761, "MRR@3": 0.452, "MRR@5": 0.4628, "NDCG@1": 0.392, "NDCG@10": 0.40092, "NDCG@100": 0.41952, "NDCG@3": 0.36756, "NDCG@5": 0.37589, "P@1": 0.392, "P@10": 0.104, "P@100": 0.0121, "P@3": 0.232, "P@5": 0.1672, "Recall@1": 0.21458, "Recall@10": 0.46855, "Recall@100": 0.5251, "Recall@3": 0.34648, "Recall@5": 0.39441}, "rus-miracl": {"MAP@1": 0.40819, "MAP@10": 0.68049, "MAP@100": 0.69217, "MAP@3": 0.59294, "MAP@5": 0.6442, "MRR@1": 0.77955, "MRR@10": 0.84993, "MRR@100": 0.85051, "MRR@3": 0.84105, "MRR@5": 0.84764, "NDCG@1": 0.77955, "NDCG@10": 0.76686, "NDCG@100": 0.78486, "NDCG@3": 0.72851, "NDCG@5": 0.73837, "P@1": 0.77955, "P@10": 0.21701, "P@100": 0.02357, "P@3": 0.49175, "P@5": 0.36006, "Recall@1": 0.40819, "Recall@10": 0.82725, "Recall@100": 0.87251, "Recall@3": 0.64676, "Recall@5": 0.73993}, "rus-mmarco": {"MAP@1": 0.19062, "MAP@10": 0.29115, "MAP@100": 0.29501, "MAP@3": 0.2621, "MAP@5": 0.27919, "MRR@1": 0.19685, "MRR@10": 0.29711, "MRR@100": 0.30089, "MRR@3": 0.26822, "MRR@5": 0.28543, "NDCG@1": 0.1967, "NDCG@10": 0.34577, "NDCG@100": 0.35907, "NDCG@3": 0.28695, "NDCG@5": 0.31761, "P@1": 0.1967, "P@10": 0.05344, "P@100": 0.0059, "P@3": 0.1223, "P@5": 0.08874, "Recall@1": 0.19062, "Recall@10": 0.51154, "Recall@100": 0.56201, "Recall@3": 0.35307, "Recall@5": 0.42664}, "rus-nfcorpus": {"MAP@1": 0.05863, "MAP@10": 0.12174, "MAP@100": 0.1311, "MAP@3": 0.09283, "MAP@5": 0.10612, "MRR@1": 0.4582, "MRR@10": 0.52822, "MRR@100": 0.53103, "MRR@3": 0.51135, "MRR@5": 0.52157, "NDCG@1": 0.43808, "NDCG@10": 0.32183, "NDCG@100": 0.22864, "NDCG@3": 0.3856, "NDCG@5": 0.35744, "P@1": 0.45511, "P@10": 0.23034, "P@100": 0.03173, "P@3": 0.36017, "P@5": 0.30279, "Recall@1": 0.05863, "Recall@10": 0.14951, "Recall@100": 0.1726, "Recall@3": 0.09803, "Recall@5": 0.11954}, "rus-quora": {"MAP@1": 0.62915, "MAP@10": 0.77087, "MAP@100": 0.77464, "MAP@3": 0.73765, "MAP@5": 0.75828, "MRR@1": 0.7242, "MRR@10": 0.80207, "MRR@100": 0.80329, "MRR@3": 0.78827, "MRR@5": 0.79758, "NDCG@1": 0.7238, "NDCG@10": 0.81588, "NDCG@100": 0.8231, "NDCG@3": 0.77851, "NDCG@5": 0.79886, "P@1": 0.7238, "P@10": 0.12638, "P@100": 0.01332, "P@3": 0.34387, "P@5": 0.22916, "Recall@1": 0.62915, "Recall@10": 0.91151, "Recall@100": 0.93547, "Recall@3": 0.80743, "Recall@5": 0.86259}, "rus-scidocs": {"MAP@1": 0.0369, "MAP@10": 0.09197, "MAP@100": 0.09802, "MAP@3": 0.06609, "MAP@5": 0.07818, "MRR@1": 0.182, "MRR@10": 0.2797, "MRR@100": 0.28427, "MRR@3": 0.24917, "MRR@5": 0.26527, "NDCG@1": 0.182, "NDCG@10": 0.16039, "NDCG@100": 0.17701, "NDCG@3": 0.15044, "NDCG@5": 0.13117, "P@1": 0.182, "P@10": 0.0842, "P@100": 0.0103, "P@3": 0.141, "P@5": 0.1154, "Recall@1": 0.0369, "Recall@10": 0.1707, "Recall@100": 0.20948, "Recall@3": 0.08588, "Recall@5": 0.11712}, "rus-scifact": {"MAP@1": 0.58511, "MAP@10": 0.66148, "MAP@100": 0.66235, "MAP@3": 0.64129, "MAP@5": 0.65247, "MRR@1": 0.61, "MRR@10": 0.67543, "MRR@100": 0.67585, "MRR@3": 0.66222, "MRR@5": 0.66806, "NDCG@1": 0.61, "NDCG@10": 0.69801, "NDCG@100": 0.70067, "NDCG@3": 0.66572, "NDCG@5": 0.6789, "P@1": 0.61, "P@10": 0.08967, "P@100": 0.0091, "P@3": 0.25556, "P@5": 0.16467, "Recall@1": 0.58511, "Recall@10": 0.79411, "Recall@100": 0.80411, "Recall@3": 0.70572, "Recall@5": 0.73967}, "rus-touche": {"MAP@1": 0.03652, "MAP@10": 0.12709, "MAP@100": 0.15414, "MAP@3": 0.0778, "MAP@5": 0.09906, "MRR@1": 0.42857, "MRR@10": 0.56769, "MRR@100": 0.57135, "MRR@3": 0.53741, "MRR@5": 0.55884, "NDCG@1": 0.40816, "NDCG@10": 0.30742, "NDCG@100": 0.30311, "NDCG@3": 0.37609, "NDCG@5": 0.3484, "P@1": 0.42857, "P@10": 0.25918, "P@100": 0.03816, "P@3": 0.39456, "P@5": 0.34694, "Recall@1": 0.03652, "Recall@10": 0.18408, "Recall@100": 0.26281, "Recall@3": 0.09122, "Recall@5": 0.12627}, "rus-trec-covid": {"MAP@1": 0.00215, "MAP@10": 0.01942, "MAP@100": 0.02952, "MAP@3": 0.0065, "MAP@5": 0.01071, "MRR@1": 0.84, "MRR@10": 0.91333, "MRR@100": 0.91333, "MRR@3": 0.91333, "MRR@5": 0.91333, "NDCG@1": 0.8, "NDCG@10": 0.78246, "NDCG@100": 0.22741, "NDCG@3": 0.82888, "NDCG@5": 0.82335, "P@1": 0.84, "P@10": 0.816, "P@100": 0.1324, "P@3": 0.88, "P@5": 0.876, "Recall@1": 0.00215, "Recall@10": 0.02082, "Recall@100": 0.03256, "Recall@3": 0.00687, "Recall@5": 0.0114}, "rus-tydiqa": {"MAP@1": 0.44134, "MAP@10": 0.59402, "MAP@100": 0.59628, "MAP@3": 0.56347, "MAP@5": 0.58389, "MRR@1": 0.48107, "MRR@10": 0.62214, "MRR@100": 0.6237, "MRR@3": 0.59983, "MRR@5": 0.61622, "NDCG@1": 0.47762, "NDCG@10": 0.65957, "NDCG@100": 0.6664, "NDCG@3": 0.6064, "NDCG@5": 0.63921, "P@1": 0.47762, "P@10": 0.09484, "P@100": 0.0098, "P@3": 0.25904, "P@5": 0.17401, "Recall@1": 0.44134, "Recall@10": 0.82846, "Recall@100": 0.85341, "Recall@3": 0.69607, "Recall@5": 0.7708}, "rus-xquad": {"MAP@1": 0.97563, "MAP@10": 0.98697, "MAP@100": 0.98697, "MAP@3": 0.98697, "MAP@5": 0.98697, "MRR@1": 0.97563, "MRR@10": 0.98697, "MRR@100": 0.98697, "MRR@3": 0.98697, "MRR@5": 0.98697, "NDCG@1": 0.97563, "NDCG@10": 0.99015, "NDCG@100": 0.99015, "NDCG@3": 0.99015, "NDCG@5": 0.99015, "P@1": 0.97563, "P@10": 0.09992, "P@100": 0.00999, "P@3": 0.33305, "P@5": 0.19983, "Recall@1": 0.97563, "Recall@10": 0.99916, "Recall@100": 0.99916, "Recall@3": 0.99916, "Recall@5": 0.99916}, "rus-xquad-sentences": {"MAP@1": 0.84664, "MAP@10": 0.89932, "MAP@100": 0.89966, "MAP@3": 0.89286, "MAP@5": 0.89697, "MRR@1": 0.84706, "MRR@10": 0.8996, "MRR@100": 0.89994, "MRR@3": 0.89328, "MRR@5": 0.89739, "NDCG@1": 0.84706, "NDCG@10": 0.91925, "NDCG@100": 0.92053, "NDCG@3": 0.90666, "NDCG@5": 0.914, "P@1": 0.84706, "P@10": 0.09798, "P@100": 0.00985, "P@3": 0.31541, "P@5": 0.19277, "Recall@1": 0.84664, "Recall@10": 0.97899, "Recall@100": 0.98403, "Recall@3": 0.9458, "Recall@5": 0.96345}, "ruscibench-retrieval": {"MAP@1": 0.2762, "MAP@10": 0.58948, "MAP@100": 0.59195, "MAP@3": 0.45727, "MAP@5": 0.54358, "MRR@1": 0.82029, "MRR@10": 0.88401, "MRR@100": 0.88401, "MRR@3": 0.88019, "MRR@5": 0.88353, "NDCG@1": 0.82029, "NDCG@10": 0.69733, "NDCG@100": 0.70013, "NDCG@3": 0.74589, "NDCG@5": 0.71383, "P@1": 0.82029, "P@10": 0.29362, "P@100": 0.02971, "P@3": 0.61739, "P@5": 0.49971, "Recall@1": 0.2762, "Recall@10": 0.68075, "Recall@100": 0.68671, "Recall@3": 0.48931, "Recall@5": 0.60571}, "sberquad-retrieval": {"MAP@1": 0.2504, "MAP@10": 0.58915, "MAP@100": 0.58923, "MAP@3": 0.58489, "MAP@5": 0.58839, "MRR@1": 0.44539, "MRR@10": 0.68796, "MRR@100": 0.68802, "MRR@3": 0.68407, "MRR@5": 0.68724, "NDCG@1": 0.2504, "NDCG@10": 0.68194, "NDCG@100": 0.6822, "NDCG@3": 0.67394, "NDCG@5": 0.68017, "P@1": 0.2504, "P@10": 0.09458, "P@100": 0.00947, "P@3": 0.30851, "P@5": 0.18809, "Recall@1": 0.2504, "Recall@10": 0.94579, "Recall@100": 0.94678, "Recall@3": 0.92554, "Recall@5": 0.94043}, "wikifacts-articles": {"MAP@1": 0.47196, "MAP@10": 0.65092, "MAP@100": 0.65298, "MAP@3": 0.61349, "MAP@5": 0.6393, "MRR@1": 0.61606, "MRR@10": 0.72144, "MRR@100": 0.72228, "MRR@3": 0.70931, "MRR@5": 0.71755, "NDCG@1": 0.60812, "NDCG@10": 0.71086, "NDCG@100": 0.71556, "NDCG@3": 0.66438, "NDCG@5": 0.69303, "P@1": 0.61752, "P@10": 0.12427, "P@100": 0.01274, "P@3": 0.33729, "P@5": 0.22923, "Recall@1": 0.47196, "Recall@10": 0.81286, "Recall@100": 0.82822, "Recall@3": 0.70114, "Recall@5": 0.76787}, "wikifacts-para": {"MAP@1": 0.28148, "MAP@10": 0.40841, "MAP@100": 0.41125, "MAP@3": 0.37726, "MAP@5": 0.39668, "MRR@1": 0.43788, "MRR@10": 0.53839, "MRR@100": 0.53941, "MRR@3": 0.52399, "MRR@5": 0.53395, "NDCG@1": 0.42776, "NDCG@10": 0.4776, "NDCG@100": 0.48418, "NDCG@3": 0.44425, "NDCG@5": 0.46057, "P@1": 0.43696, "P@10": 0.10162, "P@100": 0.01069, "P@3": 0.25609, "P@5": 0.17894, "Recall@1": 0.28148, "Recall@10": 0.54174, "Recall@100": 0.56186, "Recall@3": 0.44424, "Recall@5": 0.49533}, "wikifacts-sents": {"MAP@1": 0.07736, "MAP@10": 0.13176, "MAP@100": 0.13445, "MAP@3": 0.11482, "MAP@5": 0.12444, "MRR@1": 0.14397, "MRR@10": 0.2139, "MRR@100": 0.2165, "MRR@3": 0.19383, "MRR@5": 0.20589, "NDCG@1": 0.12597, "NDCG@10": 0.17659, "NDCG@100": 0.18469, "NDCG@3": 0.14912, "NDCG@5": 0.16171, "P@1": 0.1295, "P@10": 0.04634, "P@100": 0.00532, "P@3": 0.09447, "P@5": 0.07216, "Recall@1": 0.07736, "Recall@10": 0.22495, "Recall@100": 0.24944, "Recall@3": 0.15165, "Recall@5": 0.18502}, "wikifacts-window_2": {"MAP@1": 0.09213, "MAP@10": 0.21266, "MAP@100": 0.21811, "MAP@3": 0.17288, "MAP@5": 0.19704, "MRR@1": 0.32769, "MRR@10": 0.4304, "MRR@100": 0.43242, "MRR@3": 0.41026, "MRR@5": 0.4241, "NDCG@1": 0.31694, "NDCG@10": 0.29807, "NDCG@100": 0.30631, "NDCG@3": 0.29303, "NDCG@5": 0.29159, "P@1": 0.32295, "P@10": 0.12483, "P@100": 0.01404, "P@3": 0.25301, "P@5": 0.1988, "Recall@1": 0.09213, "Recall@10": 0.30381, "Recall@100": 0.33132, "Recall@3": 0.20546, "Recall@5": 0.25636}, "wikifacts-window_3": {"MAP@1": 0.07412, "MAP@10": 0.22971, "MAP@100": 0.23951, "MAP@3": 0.16981, "MAP@5": 0.20174, "MRR@1": 0.38771, "MRR@10": 0.47895, "MRR@100": 0.48085, "MRR@3": 0.45848, "MRR@5": 0.47133, "NDCG@1": 0.37789, "NDCG@10": 0.33134, "NDCG@100": 0.33703, "NDCG@3": 0.33922, "NDCG@5": 0.3334, "P@1": 0.3868, "P@10": 0.18365, "P@100": 0.0213, "P@3": 0.33424, "P@5": 0.2727, "Recall@1": 0.07412, "Recall@10": 0.31093, "Recall@100": 0.34656, "Recall@3": 0.19055, "Recall@5": 0.2457}, "wikifacts-window_4": {"MAP@1": 0.0588, "MAP@10": 0.22882, "MAP@100": 0.24349, "MAP@3": 0.14676, "MAP@5": 0.19161, "MRR@1": 0.40654, "MRR@10": 0.49413, "MRR@100": 0.49652, "MRR@3": 0.47411, "MRR@5": 0.48663, "NDCG@1": 0.39691, "NDCG@10": 0.34441, "NDCG@100": 0.34376, "NDCG@3": 0.37416, "NDCG@5": 0.35373, "P@1": 0.40563, "P@10": 0.22803, "P@100": 0.02732, "P@3": 0.37487, "P@5": 0.32178, "Recall@1": 0.0588, "Recall@10": 0.29957, "Recall@100": 0.34361, "Recall@3": 0.16162, "Recall@5": 0.22511}, "wikifacts-window_5": {"MAP@1": 0.04961, "MAP@10": 0.22496, "MAP@100": 0.24385, "MAP@3": 0.12848, "MAP@5": 0.18072, "MRR@1": 0.42339, "MRR@10": 0.50782, "MRR@100": 0.51069, "MRR@3": 0.48797, "MRR@5": 0.49875, "NDCG@1": 0.41469, "NDCG@10": 0.35479, "NDCG@100": 0.34559, "NDCG@3": 0.39574, "NDCG@5": 0.36699, "P@1": 0.42339, "P@10": 0.26602, "P@100": 0.03279, "P@3": 0.39837, "P@5": 0.35895, "Recall@1": 0.04961, "Recall@10": 0.28634, "Recall@100": 0.33611, "Recall@3": 0.13965, "Recall@5": 0.20622}, "wikifacts-window_6": {"MAP@1": 0.04456, "MAP@10": 0.2201, "MAP@100": 0.2443, "MAP@3": 0.11475, "MAP@5": 0.16694, "MRR@1": 0.4491, "MRR@10": 0.52953, "MRR@100": 0.53243, "MRR@3": 0.51007, "MRR@5": 0.52034, "NDCG@1": 0.44039, "NDCG@10": 0.36914, "NDCG@100": 0.34811, "NDCG@3": 0.41585, "NDCG@5": 0.39179, "P@1": 0.44946, "P@10": 0.29557, "P@100": 0.03743, "P@3": 0.41753, "P@5": 0.38541, "Recall@1": 0.04456, "Recall@10": 0.27379, "Recall@100": 0.33002, "Recall@3": 0.12369, "Recall@5": 0.18787}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "intfloat/multilingual-e5-large", "date": "2026-07-02", "hardware": "cuda", "model_id": "intfloat/multilingual-e5-large+BAAI/bge-reranker-v2-m3", "model_name": "multilingual-e5-large+BGE Reranker", "notes": "", "organization": "BAAI", "rerank_top_k": 20, "runtime_seconds": 82205.8, "scores": {"average": {"MAP@1": 0.30425, "MAP@10": 0.43143, "MAP@100": 0.43959, "MAP@3": 0.39046, "MAP@5": 0.41313, "MRR@1": 0.53729, "MRR@10": 0.62283, "MRR@100": 0.62451, "MRR@3": 0.60627, "MRR@5": 0.61726, "NDCG@1": 0.52315, "NDCG@10": 0.54909, "NDCG@100": 0.51897, "NDCG@3": 0.54634, "NDCG@5": 0.5475, "P@1": 0.52781, "P@10": 0.18154, "P@100": 0.02331, "P@3": 0.33871, "P@5": 0.26427, "Recall@1": 0.30425, "Recall@10": 0.54596, "Recall@100": 0.57542, "Recall@3": 0.44679, "Recall@5": 0.49502}, "datasets": {"legal_search_2004": {"MAP@1": 0.08107, "MAP@10": 0.23096, "MAP@100": 0.26168, "MAP@3": 0.15612, "MAP@5": 0.18639, "MRR@1": 0.63736, "MRR@10": 0.67949, "MRR@100": 0.68022, "MRR@3": 0.67399, "MRR@5": 0.67949, "NDCG@1": 0.63736, "NDCG@10": 0.48783, "NDCG@100": 0.36393, "NDCG@3": 0.57726, "NDCG@5": 0.5421, "P@1": 0.63736, "P@10": 0.36813, "P@100": 0.05011, "P@3": 0.53846, "P@5": 0.47033, "Recall@1": 0.08107, "Recall@10": 0.25432, "Recall@100": 0.29742, "Recall@3": 0.16196, "Recall@5": 0.19989}, "legal_search_2007": {"MAP@1": 0.03301, "MAP@10": 0.1074, "MAP@100": 0.13947, "MAP@3": 0.05674, "MAP@5": 0.07258, "MRR@1": 0.56, "MRR@10": 0.63033, "MRR@100": 0.63033, "MRR@3": 0.60333, "MRR@5": 0.63033, "NDCG@1": 0.56, "NDCG@10": 0.42613, "NDCG@100": 0.24899, "NDCG@3": 0.48634, "NDCG@5": 0.45895, "P@1": 0.56, "P@10": 0.38, "P@100": 0.0582, "P@3": 0.46, "P@5": 0.424, "Recall@1": 0.03301, "Recall@10": 0.13281, "Recall@100": 0.1888, "Recall@3": 0.0597, "Recall@5": 0.08168}, "ria-news": {"MAP@1": 0.7863, "MAP@10": 0.83824, "MAP@100": 0.83878, "MAP@3": 0.8313, "MAP@5": 0.83586, "MRR@1": 0.7869, "MRR@10": 0.83853, "MRR@100": 0.83908, "MRR@3": 0.83162, "MRR@5": 0.83615, "NDCG@1": 0.7863, "NDCG@10": 0.85845, "NDCG@100": 0.86039, "NDCG@3": 0.8447, "NDCG@5": 0.8528, "P@1": 0.7863, "P@10": 0.09197, "P@100": 0.00927, "P@3": 0.29437, "P@5": 0.1805, "Recall@1": 0.7863, "Recall@10": 0.9197, "Recall@100": 0.9273, "Recall@3": 0.8831, "Recall@5": 0.9025}, "ru-facts": {"MAP@1": 0.82062, "MAP@10": 0.90405, "MAP@100": 0.90405, "MAP@3": 0.90265, "MAP@5": 0.90365, "MRR@1": 0.84694, "MRR@10": 0.91735, "MRR@100": 0.91735, "MRR@3": 0.91626, "MRR@5": 0.91695, "NDCG@1": 0.82062, "NDCG@10": 0.92881, "NDCG@100": 0.92881, "NDCG@3": 0.92608, "NDCG@5": 0.9279, "P@1": 0.82062, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33095, "P@5": 0.19946, "Recall@1": 0.82062, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99286, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.48966, "MAP@10": 0.70028, "MAP@100": 0.70389, "MAP@3": 0.64747, "MAP@5": 0.68226, "MRR@1": 0.69385, "MRR@10": 0.78279, "MRR@100": 0.78379, "MRR@3": 0.76635, "MRR@5": 0.77773, "NDCG@1": 0.69208, "NDCG@10": 0.7691, "NDCG@100": 0.77733, "NDCG@3": 0.7046, "NDCG@5": 0.74088, "P@1": 0.69208, "P@10": 0.14604, "P@100": 0.01512, "P@3": 0.37884, "P@5": 0.26265, "Recall@1": 0.48966, "Recall@10": 0.88511, "Recall@100": 0.91151, "Recall@3": 0.728, "Recall@5": 0.81383}, "rus-arguana": {"MAP@1": 0.30228, "MAP@10": 0.45614, "MAP@100": 0.46099, "MAP@3": 0.40955, "MAP@5": 0.43591, "MRR@1": 0.3037, "MRR@10": 0.45676, "MRR@100": 0.46161, "MRR@3": 0.41027, "MRR@5": 0.43665, "NDCG@1": 0.30228, "NDCG@10": 0.53996, "NDCG@100": 0.55665, "NDCG@3": 0.44482, "NDCG@5": 0.49244, "P@1": 0.30228, "P@10": 0.08065, "P@100": 0.00871, "P@3": 0.18231, "P@5": 0.13257, "Recall@1": 0.30228, "Recall@10": 0.80654, "Recall@100": 0.87055, "Recall@3": 0.54694, "Recall@5": 0.66287}, "rus-cqadupstack": {"MAP@1": 0.21224, "MAP@10": 0.28909, "MAP@100": 0.29357, "MAP@3": 0.26609, "MAP@5": 0.27923, "MRR@1": 0.25188, "MRR@10": 0.32599, "MRR@100": 0.32963, "MRR@3": 0.30516, "MRR@5": 0.31754, "NDCG@1": 0.25196, "NDCG@10": 0.33452, "NDCG@100": 0.34764, "NDCG@3": 0.29481, "NDCG@5": 0.3142, "P@1": 0.25196, "P@10": 0.05868, "P@100": 0.00671, "P@3": 0.13622, "P@5": 0.09701, "Recall@1": 0.21224, "Recall@10": 0.43261, "Recall@100": 0.48174, "Recall@3": 0.32281, "Recall@5": 0.37229}, "rus-fiqa": {"MAP@1": 0.21477, "MAP@10": 0.32415, "MAP@100": 0.33137, "MAP@3": 0.29191, "MAP@5": 0.31123, "MRR@1": 0.392, "MRR@10": 0.47968, "MRR@100": 0.48307, "MRR@3": 0.45833, "MRR@5": 0.47283, "NDCG@1": 0.392, "NDCG@10": 0.39739, "NDCG@100": 0.41468, "NDCG@3": 0.36894, "NDCG@5": 0.3794, "P@1": 0.392, "P@10": 0.1016, "P@100": 0.0116, "P@3": 0.23267, "P@5": 0.1688, "Recall@1": 0.21477, "Recall@10": 0.45595, "Recall@100": 0.51084, "Recall@3": 0.3461, "Recall@5": 0.39834}, "rus-miracl": {"MAP@1": 0.40711, "MAP@10": 0.67324, "MAP@100": 0.68083, "MAP@3": 0.59018, "MAP@5": 0.63925, "MRR@1": 0.77636, "MRR@10": 0.84895, "MRR@100": 0.84932, "MRR@3": 0.83959, "MRR@5": 0.8467, "NDCG@1": 0.77636, "NDCG@10": 0.75954, "NDCG@100": 0.77126, "NDCG@3": 0.72554, "NDCG@5": 0.73343, "P@1": 0.77636, "P@10": 0.21286, "P@100": 0.02254, "P@3": 0.48882, "P@5": 0.35623, "Recall@1": 0.40711, "Recall@10": 0.81649, "Recall@100": 0.84517, "Recall@3": 0.64485, "Recall@5": 0.73417}, "rus-mmarco": {"MAP@1": 0.19759, "MAP@10": 0.30865, "MAP@100": 0.31375, "MAP@3": 0.27435, "MAP@5": 0.29433, "MRR@1": 0.20372, "MRR@10": 0.31436, "MRR@100": 0.31919, "MRR@3": 0.2804, "MRR@5": 0.30042, "NDCG@1": 0.20358, "NDCG@10": 0.37097, "NDCG@100": 0.38852, "NDCG@3": 0.3011, "NDCG@5": 0.33709, "P@1": 0.20358, "P@10": 0.05875, "P@100": 0.0066, "P@3": 0.12908, "P@5": 0.09567, "Recall@1": 0.19759, "Recall@10": 0.56232, "Recall@100": 0.62939, "Recall@3": 0.37286, "Recall@5": 0.45956}, "rus-nfcorpus": {"MAP@1": 0.06017, "MAP@10": 0.12668, "MAP@100": 0.13808, "MAP@3": 0.09588, "MAP@5": 0.10955, "MRR@1": 0.4644, "MRR@10": 0.53356, "MRR@100": 0.53669, "MRR@3": 0.51548, "MRR@5": 0.52709, "NDCG@1": 0.44582, "NDCG@10": 0.33271, "NDCG@100": 0.23839, "NDCG@3": 0.3936, "NDCG@5": 0.36679, "P@1": 0.4582, "P@10": 0.23994, "P@100": 0.03285, "P@3": 0.36429, "P@5": 0.30836, "Recall@1": 0.06017, "Recall@10": 0.15853, "Recall@100": 0.18719, "Recall@3": 0.10182, "Recall@5": 0.1272}, "rus-quora": {"MAP@1": 0.63005, "MAP@10": 0.77275, "MAP@100": 0.77647, "MAP@3": 0.73907, "MAP@5": 0.76038, "MRR@1": 0.7256, "MRR@10": 0.80351, "MRR@100": 0.80462, "MRR@3": 0.78917, "MRR@5": 0.79904, "NDCG@1": 0.7242, "NDCG@10": 0.8181, "NDCG@100": 0.82504, "NDCG@3": 0.77997, "NDCG@5": 0.80134, "P@1": 0.7242, "P@10": 0.12694, "P@100": 0.01335, "P@3": 0.34453, "P@5": 0.2304, "Recall@1": 0.63005, "Recall@10": 0.91519, "Recall@100": 0.93818, "Recall@3": 0.80938, "Recall@5": 0.86671}, "rus-scidocs": {"MAP@1": 0.03848, "MAP@10": 0.08971, "MAP@100": 0.09416, "MAP@3": 0.06721, "MAP@5": 0.07905, "MRR@1": 0.189, "MRR@10": 0.28256, "MRR@100": 0.28687, "MRR@3": 0.25467, "MRR@5": 0.27097, "NDCG@1": 0.189, "NDCG@10": 0.15571, "NDCG@100": 0.16861, "NDCG@3": 0.15312, "NDCG@5": 0.13286, "P@1": 0.189, "P@10": 0.0788, "P@100": 0.00932, "P@3": 0.143, "P@5": 0.1164, "Recall@1": 0.03848, "Recall@10": 0.15953, "Recall@100": 0.18917, "Recall@3": 0.08698, "Recall@5": 0.11778}, "rus-scifact": {"MAP@1": 0.60178, "MAP@10": 0.67427, "MAP@100": 0.67564, "MAP@3": 0.65399, "MAP@5": 0.66607, "MRR@1": 0.62667, "MRR@10": 0.68913, "MRR@100": 0.69044, "MRR@3": 0.67556, "MRR@5": 0.68322, "NDCG@1": 0.62667, "NDCG@10": 0.70849, "NDCG@100": 0.71304, "NDCG@3": 0.67641, "NDCG@5": 0.69195, "P@1": 0.62667, "P@10": 0.089, "P@100": 0.0091, "P@3": 0.25667, "P@5": 0.16533, "Recall@1": 0.60178, "Recall@10": 0.79711, "Recall@100": 0.81378, "Recall@3": 0.71061, "Recall@5": 0.74989}, "rus-touche": {"MAP@1": 0.03854, "MAP@10": 0.11842, "MAP@100": 0.13875, "MAP@3": 0.07122, "MAP@5": 0.09028, "MRR@1": 0.46939, "MRR@10": 0.59617, "MRR@100": 0.60061, "MRR@3": 0.55782, "MRR@5": 0.58639, "NDCG@1": 0.44898, "NDCG@10": 0.29574, "NDCG@100": 0.27506, "NDCG@3": 0.36109, "NDCG@5": 0.33397, "P@1": 0.46939, "P@10": 0.24898, "P@100": 0.03306, "P@3": 0.36054, "P@5": 0.31837, "Recall@1": 0.03854, "Recall@10": 0.17509, "Recall@100": 0.2296, "Recall@3": 0.08099, "Recall@5": 0.1139}, "rus-trec-covid": {"MAP@1": 0.00241, "MAP@10": 0.02125, "MAP@100": 0.03569, "MAP@3": 0.00713, "MAP@5": 0.01155, "MRR@1": 0.92, "MRR@10": 0.96, "MRR@100": 0.96, "MRR@3": 0.96, "MRR@5": 0.96, "NDCG@1": 0.88, "NDCG@10": 0.82597, "NDCG@100": 0.25537, "NDCG@3": 0.87296, "NDCG@5": 0.85959, "P@1": 0.92, "P@10": 0.864, "P@100": 0.1528, "P@3": 0.93333, "P@5": 0.912, "Recall@1": 0.00241, "Recall@10": 0.02256, "Recall@100": 0.03886, "Recall@3": 0.00736, "Recall@5": 0.01203}, "rus-tydiqa": {"MAP@1": 0.44033, "MAP@10": 0.59382, "MAP@100": 0.5968, "MAP@3": 0.56282, "MAP@5": 0.58236, "MRR@1": 0.48107, "MRR@10": 0.62136, "MRR@100": 0.62341, "MRR@3": 0.59897, "MRR@5": 0.61394, "NDCG@1": 0.47676, "NDCG@10": 0.65968, "NDCG@100": 0.66882, "NDCG@3": 0.60557, "NDCG@5": 0.63637, "P@1": 0.47676, "P@10": 0.09509, "P@100": 0.00992, "P@3": 0.25875, "P@5": 0.17281, "Recall@1": 0.44033, "Recall@10": 0.83147, "Recall@100": 0.86489, "Recall@3": 0.69564, "Recall@5": 0.76506}, "rus-xquad": {"MAP@1": 0.97563, "MAP@10": 0.98711, "MAP@100": 0.98711, "MAP@3": 0.98711, "MAP@5": 0.98711, "MRR@1": 0.97563, "MRR@10": 0.98711, "MRR@100": 0.98711, "MRR@3": 0.98711, "MRR@5": 0.98711, "NDCG@1": 0.97563, "NDCG@10": 0.99026, "NDCG@100": 0.99026, "NDCG@3": 0.99026, "NDCG@5": 0.99026, "P@1": 0.97563, "P@10": 0.09992, "P@100": 0.00999, "P@3": 0.33305, "P@5": 0.19983, "Recall@1": 0.97563, "Recall@10": 0.99916, "Recall@100": 0.99916, "Recall@3": 0.99916, "Recall@5": 0.99916}, "rus-xquad-sentences": {"MAP@1": 0.84832, "MAP@10": 0.90061, "MAP@100": 0.90118, "MAP@3": 0.89426, "MAP@5": 0.89829, "MRR@1": 0.84874, "MRR@10": 0.90089, "MRR@100": 0.90147, "MRR@3": 0.89468, "MRR@5": 0.89871, "NDCG@1": 0.84874, "NDCG@10": 0.92026, "NDCG@100": 0.92223, "NDCG@3": 0.90792, "NDCG@5": 0.91519, "P@1": 0.84874, "P@10": 0.09798, "P@100": 0.00987, "P@3": 0.31569, "P@5": 0.19294, "Recall@1": 0.84832, "Recall@10": 0.97899, "Recall@100": 0.98655, "Recall@3": 0.94664, "Recall@5": 0.96429}, "ruscibench-retrieval": {"MAP@1": 0.27464, "MAP@10": 0.55493, "MAP@100": 0.55704, "MAP@3": 0.44553, "MAP@5": 0.52463, "MRR@1": 0.81449, "MRR@10": 0.87715, "MRR@100": 0.87715, "MRR@3": 0.87295, "MRR@5": 0.87715, "NDCG@1": 0.81449, "NDCG@10": 0.66646, "NDCG@100": 0.66935, "NDCG@3": 0.72999, "NDCG@5": 0.69543, "P@1": 0.81449, "P@10": 0.26609, "P@100": 0.02696, "P@3": 0.59614, "P@5": 0.47304, "Recall@1": 0.27464, "Recall@10": 0.64273, "Recall@100": 0.64927, "Recall@3": 0.48205, "Recall@5": 0.59562}, "sberquad-retrieval": {"MAP@1": 0.25377, "MAP@10": 0.59759, "MAP@100": 0.59769, "MAP@3": 0.59323, "MAP@5": 0.59679, "MRR@1": 0.46287, "MRR@10": 0.70303, "MRR@100": 0.70313, "MRR@3": 0.69907, "MRR@5": 0.70242, "NDCG@1": 0.25377, "NDCG@10": 0.69175, "NDCG@100": 0.69208, "NDCG@3": 0.68358, "NDCG@5": 0.6899, "P@1": 0.25377, "P@10": 0.09595, "P@100": 0.00961, "P@3": 0.31295, "P@5": 0.19079, "Recall@1": 0.25377, "Recall@10": 0.95949, "Recall@100": 0.96068, "Recall@3": 0.93884, "Recall@5": 0.95393}, "wikifacts-articles": {"MAP@1": 0.47563, "MAP@10": 0.64011, "MAP@100": 0.64116, "MAP@3": 0.60939, "MAP@5": 0.63128, "MRR@1": 0.62026, "MRR@10": 0.71789, "MRR@100": 0.71826, "MRR@3": 0.70797, "MRR@5": 0.71519, "NDCG@1": 0.61341, "NDCG@10": 0.69691, "NDCG@100": 0.69919, "NDCG@3": 0.65993, "NDCG@5": 0.68358, "P@1": 0.62226, "P@10": 0.11819, "P@100": 0.01198, "P@3": 0.33151, "P@5": 0.22153, "Recall@1": 0.47563, "Recall@10": 0.7806, "Recall@100": 0.78787, "Recall@3": 0.69125, "Recall@5": 0.74678}, "wikifacts-para": {"MAP@1": 0.23867, "MAP@10": 0.34081, "MAP@100": 0.34229, "MAP@3": 0.31842, "MAP@5": 0.33322, "MRR@1": 0.38082, "MRR@10": 0.46283, "MRR@100": 0.46328, "MRR@3": 0.4523, "MRR@5": 0.45987, "NDCG@1": 0.37143, "NDCG@10": 0.39877, "NDCG@100": 0.40197, "NDCG@3": 0.37736, "NDCG@5": 0.38836, "P@1": 0.3799, "P@10": 0.08331, "P@100": 0.00861, "P@3": 0.21854, "P@5": 0.1506, "Recall@1": 0.23867, "Recall@10": 0.44047, "Recall@100": 0.44989, "Recall@3": 0.37236, "Recall@5": 0.41148}, "wikifacts-sents": {"MAP@1": 0.08192, "MAP@10": 0.13482, "MAP@100": 0.13687, "MAP@3": 0.11961, "MAP@5": 0.12815, "MRR@1": 0.14921, "MRR@10": 0.21858, "MRR@100": 0.2205, "MRR@3": 0.20133, "MRR@5": 0.21116, "NDCG@1": 0.13203, "NDCG@10": 0.17799, "NDCG@100": 0.18406, "NDCG@3": 0.15441, "NDCG@5": 0.16479, "P@1": 0.13601, "P@10": 0.04507, "P@100": 0.00501, "P@3": 0.09664, "P@5": 0.07173, "Recall@1": 0.08192, "Recall@10": 0.2201, "Recall@100": 0.23871, "Recall@3": 0.15538, "Recall@5": 0.185}, "wikifacts-window_2": {"MAP@1": 0.0922, "MAP@10": 0.21075, "MAP@100": 0.21553, "MAP@3": 0.17177, "MAP@5": 0.19507, "MRR@1": 0.33188, "MRR@10": 0.4287, "MRR@100": 0.4301, "MRR@3": 0.40811, "MRR@5": 0.42234, "NDCG@1": 0.31712, "NDCG@10": 0.29502, "NDCG@100": 0.30135, "NDCG@3": 0.29133, "NDCG@5": 0.28858, "P@1": 0.32368, "P@10": 0.12257, "P@100": 0.01356, "P@3": 0.25137, "P@5": 0.19574, "Recall@1": 0.0922, "Recall@10": 0.29975, "Recall@100": 0.32319, "Recall@3": 0.20362, "Recall@5": 0.25251}, "wikifacts-window_3": {"MAP@1": 0.07268, "MAP@10": 0.22773, "MAP@100": 0.23694, "MAP@3": 0.16762, "MAP@5": 0.19935, "MRR@1": 0.38243, "MRR@10": 0.4701, "MRR@100": 0.47182, "MRR@3": 0.44966, "MRR@5": 0.463, "NDCG@1": 0.37243, "NDCG@10": 0.32842, "NDCG@100": 0.33243, "NDCG@3": 0.33672, "NDCG@5": 0.33079, "P@1": 0.38116, "P@10": 0.18285, "P@100": 0.02099, "P@3": 0.33279, "P@5": 0.27129, "Recall@1": 0.07268, "Recall@10": 0.30768, "Recall@100": 0.34013, "Recall@3": 0.18868, "Recall@5": 0.2434}, "wikifacts-window_4": {"MAP@1": 0.05888, "MAP@10": 0.23165, "MAP@100": 0.24592, "MAP@3": 0.14777, "MAP@5": 0.19294, "MRR@1": 0.40654, "MRR@10": 0.49218, "MRR@100": 0.49412, "MRR@3": 0.471, "MRR@5": 0.48457, "NDCG@1": 0.39709, "NDCG@10": 0.34748, "NDCG@100": 0.34515, "NDCG@3": 0.37464, "NDCG@5": 0.35543, "P@1": 0.40581, "P@10": 0.23115, "P@100": 0.02751, "P@3": 0.37548, "P@5": 0.32421, "Recall@1": 0.05888, "Recall@10": 0.30287, "Recall@100": 0.34356, "Recall@3": 0.16237, "Recall@5": 0.22686}, "wikifacts-window_5": {"MAP@1": 0.05009, "MAP@10": 0.23042, "MAP@100": 0.2505, "MAP@3": 0.12949, "MAP@5": 0.18377, "MRR@1": 0.42956, "MRR@10": 0.51178, "MRR@100": 0.514, "MRR@3": 0.49105, "MRR@5": 0.50241, "NDCG@1": 0.41976, "NDCG@10": 0.36289, "NDCG@100": 0.35272, "NDCG@3": 0.40041, "NDCG@5": 0.37361, "P@1": 0.42811, "P@10": 0.27418, "P@100": 0.03383, "P@3": 0.40296, "P@5": 0.3662, "Recall@1": 0.05009, "Recall@10": 0.29337, "Recall@100": 0.34339, "Recall@3": 0.14028, "Recall@5": 0.20951}, "wikifacts-window_6": {"MAP@1": 0.04442, "MAP@10": 0.22596, "MAP@100": 0.25204, "MAP@3": 0.11548, "MAP@5": 0.17024, "MRR@1": 0.45001, "MRR@10": 0.53125, "MRR@100": 0.53368, "MRR@3": 0.50959, "MRR@5": 0.52121, "NDCG@1": 0.44148, "NDCG@10": 0.37842, "NDCG@100": 0.35691, "NDCG@3": 0.42028, "NDCG@5": 0.3996, "P@1": 0.45019, "P@10": 0.3061, "P@100": 0.03892, "P@3": 0.42261, "P@5": 0.3951, "Recall@1": 0.04442, "Recall@10": 0.28227, "Recall@100": 0.34038, "Recall@3": 0.12444, "Recall@5": 0.19207}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "bm25", "date": "2026-07-02", "hardware": "cuda", "model_id": "bm25+BAAI/bge-reranker-v2-m3", "model_name": "BM25+BGE-Reranker-v2-m3", "notes": "", "organization": "BAAI", "rerank_top_k": 20, "runtime_seconds": 104144.04, "scores": {"average": {"MAP@1": 0.2854, "MAP@10": 0.39435, "MAP@100": 0.40167, "MAP@3": 0.35984, "MAP@5": 0.3791, "MRR@1": 0.50918, "MRR@10": 0.58535, "MRR@100": 0.58642, "MRR@3": 0.57283, "MRR@5": 0.58094, "NDCG@1": 0.49418, "NDCG@10": 0.50336, "NDCG@100": 0.47184, "NDCG@3": 0.51111, "NDCG@5": 0.50822, "P@1": 0.50039, "P@10": 0.168, "P@100": 0.02123, "P@3": 0.31859, "P@5": 0.24762, "Recall@1": 0.2854, "Recall@10": 0.48655, "Recall@100": 0.50787, "Recall@3": 0.40925, "Recall@5": 0.44751}, "datasets": {"legal_search_2004": {"MAP@1": 0.07159, "MAP@10": 0.26506, "MAP@100": 0.3154, "MAP@3": 0.15726, "MAP@5": 0.20941, "MRR@1": 0.64835, "MRR@10": 0.71593, "MRR@100": 0.71685, "MRR@3": 0.7033, "MRR@5": 0.71593, "NDCG@1": 0.64835, "NDCG@10": 0.55966, "NDCG@100": 0.44135, "NDCG@3": 0.60977, "NDCG@5": 0.5992, "P@1": 0.64835, "P@10": 0.43407, "P@100": 0.06451, "P@3": 0.58608, "P@5": 0.53626, "Recall@1": 0.07159, "Recall@10": 0.33669, "Recall@100": 0.42194, "Recall@3": 0.17712, "Recall@5": 0.26162}, "legal_search_2007": {"MAP@1": 0.0288, "MAP@10": 0.13101, "MAP@100": 0.17697, "MAP@3": 0.06399, "MAP@5": 0.08733, "MRR@1": 0.58, "MRR@10": 0.65319, "MRR@100": 0.65716, "MRR@3": 0.63333, "MRR@5": 0.64533, "NDCG@1": 0.58, "NDCG@10": 0.50543, "NDCG@100": 0.30111, "NDCG@3": 0.55839, "NDCG@5": 0.53651, "P@1": 0.58, "P@10": 0.464, "P@100": 0.074, "P@3": 0.54667, "P@5": 0.512, "Recall@1": 0.0288, "Recall@10": 0.16792, "Recall@100": 0.2412, "Recall@3": 0.07119, "Recall@5": 0.09882}, "ria-news": {"MAP@1": 0.7271, "MAP@10": 0.76579, "MAP@100": 0.76603, "MAP@3": 0.76222, "MAP@5": 0.7649, "MRR@1": 0.7276, "MRR@10": 0.76605, "MRR@100": 0.76628, "MRR@3": 0.76247, "MRR@5": 0.76517, "NDCG@1": 0.7271, "NDCG@10": 0.77933, "NDCG@100": 0.78017, "NDCG@3": 0.7725, "NDCG@5": 0.77726, "P@1": 0.7271, "P@10": 0.08195, "P@100": 0.00823, "P@3": 0.2673, "P@5": 0.16266, "Recall@1": 0.7271, "Recall@10": 0.8195, "Recall@100": 0.8228, "Recall@3": 0.8019, "Recall@5": 0.8133}, "ru-facts": {"MAP@1": 0.81928, "MAP@10": 0.90251, "MAP@100": 0.90255, "MAP@3": 0.90123, "MAP@5": 0.90224, "MRR@1": 0.84159, "MRR@10": 0.91442, "MRR@100": 0.91446, "MRR@3": 0.91321, "MRR@5": 0.91415, "NDCG@1": 0.81928, "NDCG@10": 0.92711, "NDCG@100": 0.92724, "NDCG@3": 0.92468, "NDCG@5": 0.9265, "P@1": 0.81928, "P@10": 0.09978, "P@100": 0.00998, "P@3": 0.33051, "P@5": 0.1992, "Recall@1": 0.81928, "Recall@10": 0.99777, "Recall@100": 0.99822, "Recall@3": 0.99152, "Recall@5": 0.99598}, "rubq": {"MAP@1": 0.37988, "MAP@10": 0.51167, "MAP@100": 0.51235, "MAP@3": 0.48618, "MAP@5": 0.50388, "MRR@1": 0.54728, "MRR@10": 0.61394, "MRR@100": 0.61409, "MRR@3": 0.6054, "MRR@5": 0.61119, "NDCG@1": 0.54551, "NDCG@10": 0.5641, "NDCG@100": 0.56562, "NDCG@3": 0.53612, "NDCG@5": 0.55189, "P@1": 0.54551, "P@10": 0.10337, "P@100": 0.01044, "P@3": 0.2892, "P@5": 0.19279, "Recall@1": 0.37988, "Recall@10": 0.61429, "Recall@100": 0.61897, "Recall@3": 0.54212, "Recall@5": 0.5845}, "rus-arguana": {"MAP@1": 0.31223, "MAP@10": 0.45497, "MAP@100": 0.4591, "MAP@3": 0.41335, "MAP@5": 0.43799, "MRR@1": 0.31579, "MRR@10": 0.45652, "MRR@100": 0.46065, "MRR@3": 0.4143, "MRR@5": 0.4393, "NDCG@1": 0.31223, "NDCG@10": 0.53216, "NDCG@100": 0.54666, "NDCG@3": 0.44705, "NDCG@5": 0.49167, "P@1": 0.31223, "P@10": 0.07774, "P@100": 0.00834, "P@3": 0.1816, "P@5": 0.13073, "Recall@1": 0.31223, "Recall@10": 0.77738, "Recall@100": 0.83357, "Recall@3": 0.54481, "Recall@5": 0.65363}, "rus-cqadupstack": {"MAP@1": 0.19901, "MAP@10": 0.25541, "MAP@100": 0.25728, "MAP@3": 0.24229, "MAP@5": 0.25025, "MRR@1": 0.23659, "MRR@10": 0.28946, "MRR@100": 0.29106, "MRR@3": 0.27732, "MRR@5": 0.28468, "NDCG@1": 0.23659, "NDCG@10": 0.28676, "NDCG@100": 0.292, "NDCG@3": 0.26597, "NDCG@5": 0.27655, "P@1": 0.23659, "P@10": 0.04609, "P@100": 0.00495, "P@3": 0.12032, "P@5": 0.08167, "Recall@1": 0.19901, "Recall@10": 0.34655, "Recall@100": 0.36717, "Recall@3": 0.28552, "Recall@5": 0.31476}, "rus-fiqa": {"MAP@1": 0.18186, "MAP@10": 0.2452, "MAP@100": 0.24682, "MAP@3": 0.22666, "MAP@5": 0.23747, "MRR@1": 0.322, "MRR@10": 0.37611, "MRR@100": 0.377, "MRR@3": 0.363, "MRR@5": 0.371, "NDCG@1": 0.322, "NDCG@10": 0.29514, "NDCG@100": 0.2986, "NDCG@3": 0.28394, "NDCG@5": 0.28516, "P@1": 0.322, "P@10": 0.0686, "P@100": 0.00722, "P@3": 0.17, "P@5": 0.118, "Recall@1": 0.18186, "Recall@10": 0.31928, "Recall@100": 0.33189, "Recall@3": 0.25649, "Recall@5": 0.2841}, "rus-miracl": {"MAP@1": 0.23191, "MAP@10": 0.31158, "MAP@100": 0.31189, "MAP@3": 0.29318, "MAP@5": 0.30576, "MRR@1": 0.48083, "MRR@10": 0.50701, "MRR@100": 0.50701, "MRR@3": 0.50373, "MRR@5": 0.50636, "NDCG@1": 0.48083, "NDCG@10": 0.36403, "NDCG@100": 0.36437, "NDCG@3": 0.38374, "NDCG@5": 0.36743, "P@1": 0.48083, "P@10": 0.09185, "P@100": 0.00924, "P@3": 0.25053, "P@5": 0.16917, "Recall@1": 0.23191, "Recall@10": 0.33939, "Recall@100": 0.34023, "Recall@3": 0.30697, "Recall@5": 0.32753}, "rus-mmarco": {"MAP@1": 0.14883, "MAP@10": 0.20678, "MAP@100": 0.20739, "MAP@3": 0.19575, "MAP@5": 0.20271, "MRR@1": 0.15301, "MRR@10": 0.21102, "MRR@100": 0.21162, "MRR@3": 0.2001, "MRR@5": 0.20708, "NDCG@1": 0.15315, "NDCG@10": 0.23366, "NDCG@100": 0.23571, "NDCG@3": 0.21185, "NDCG@5": 0.22424, "P@1": 0.15315, "P@10": 0.03254, "P@100": 0.00334, "P@3": 0.08782, "P@5": 0.05903, "Recall@1": 0.14883, "Recall@10": 0.31171, "Recall@100": 0.31931, "Recall@3": 0.25418, "Recall@5": 0.28363}, "rus-nfcorpus": {"MAP@1": 0.06104, "MAP@10": 0.12451, "MAP@100": 0.13353, "MAP@3": 0.09598, "MAP@5": 0.10864, "MRR@1": 0.4582, "MRR@10": 0.53853, "MRR@100": 0.54081, "MRR@3": 0.52167, "MRR@5": 0.53328, "NDCG@1": 0.44118, "NDCG@10": 0.32859, "NDCG@100": 0.23193, "NDCG@3": 0.39018, "NDCG@5": 0.36444, "P@1": 0.45511, "P@10": 0.23313, "P@100": 0.03133, "P@3": 0.36429, "P@5": 0.30836, "Recall@1": 0.06104, "Recall@10": 0.15601, "Recall@100": 0.18063, "Recall@3": 0.10376, "Recall@5": 0.12577}, "rus-quora": {"MAP@1": 0.57524, "MAP@10": 0.67692, "MAP@100": 0.67756, "MAP@3": 0.65836, "MAP@5": 0.67153, "MRR@1": 0.6636, "MRR@10": 0.72016, "MRR@100": 0.72052, "MRR@3": 0.7116, "MRR@5": 0.71802, "NDCG@1": 0.6634, "NDCG@10": 0.71068, "NDCG@100": 0.71172, "NDCG@3": 0.69362, "NDCG@5": 0.70474, "P@1": 0.6634, "P@10": 0.10318, "P@100": 0.01045, "P@3": 0.30073, "P@5": 0.19596, "Recall@1": 0.57524, "Recall@10": 0.76314, "Recall@100": 0.76835, "Recall@3": 0.70834, "Recall@5": 0.74258}, "rus-scidocs": {"MAP@1": 0.0361, "MAP@10": 0.08601, "MAP@100": 0.09132, "MAP@3": 0.06283, "MAP@5": 0.07476, "MRR@1": 0.178, "MRR@10": 0.27157, "MRR@100": 0.27488, "MRR@3": 0.24433, "MRR@5": 0.26013, "NDCG@1": 0.178, "NDCG@10": 0.15036, "NDCG@100": 0.16487, "NDCG@3": 0.14512, "NDCG@5": 0.12665, "P@1": 0.178, "P@10": 0.0773, "P@100": 0.00938, "P@3": 0.136, "P@5": 0.1114, "Recall@1": 0.0361, "Recall@10": 0.15663, "Recall@100": 0.19045, "Recall@3": 0.08265, "Recall@5": 0.11308}, "rus-scifact": {"MAP@1": 0.59778, "MAP@10": 0.6767, "MAP@100": 0.67817, "MAP@3": 0.65501, "MAP@5": 0.66513, "MRR@1": 0.62, "MRR@10": 0.68594, "MRR@100": 0.68741, "MRR@3": 0.67056, "MRR@5": 0.67756, "NDCG@1": 0.62, "NDCG@10": 0.71316, "NDCG@100": 0.71832, "NDCG@3": 0.67616, "NDCG@5": 0.68944, "P@1": 0.62, "P@10": 0.092, "P@100": 0.0094, "P@3": 0.25667, "P@5": 0.16533, "Recall@1": 0.59778, "Recall@10": 0.81389, "Recall@100": 0.83389, "Recall@3": 0.71539, "Recall@5": 0.746}, "rus-touche": {"MAP@1": 0.04186, "MAP@10": 0.14273, "MAP@100": 0.16026, "MAP@3": 0.08293, "MAP@5": 0.10933, "MRR@1": 0.55102, "MRR@10": 0.67281, "MRR@100": 0.67281, "MRR@3": 0.65306, "MRR@5": 0.66327, "NDCG@1": 0.52041, "NDCG@10": 0.35375, "NDCG@100": 0.32064, "NDCG@3": 0.43406, "NDCG@5": 0.40019, "P@1": 0.55102, "P@10": 0.30408, "P@100": 0.03918, "P@3": 0.44898, "P@5": 0.39184, "Recall@1": 0.04186, "Recall@10": 0.21152, "Recall@100": 0.26441, "Recall@3": 0.09709, "Recall@5": 0.13877}, "rus-trec-covid": {"MAP@1": 0.00246, "MAP@10": 0.01826, "MAP@100": 0.02678, "MAP@3": 0.007, "MAP@5": 0.01087, "MRR@1": 0.9, "MRR@10": 0.92833, "MRR@100": 0.92833, "MRR@3": 0.92333, "MRR@5": 0.92833, "NDCG@1": 0.83, "NDCG@10": 0.67548, "NDCG@100": 0.19059, "NDCG@3": 0.7952, "NDCG@5": 0.75947, "P@1": 0.9, "P@10": 0.708, "P@100": 0.1116, "P@3": 0.86, "P@5": 0.812, "Recall@1": 0.00246, "Recall@10": 0.0193, "Recall@100": 0.02932, "Recall@3": 0.00707, "Recall@5": 0.0111}, "rus-tydiqa": {"MAP@1": 0.3636, "MAP@10": 0.45797, "MAP@100": 0.45838, "MAP@3": 0.44456, "MAP@5": 0.45521, "MRR@1": 0.39415, "MRR@10": 0.48743, "MRR@100": 0.48763, "MRR@3": 0.47935, "MRR@5": 0.48554, "NDCG@1": 0.39243, "NDCG@10": 0.49729, "NDCG@100": 0.49835, "NDCG@3": 0.47564, "NDCG@5": 0.49169, "P@1": 0.39243, "P@10": 0.06601, "P@100": 0.00665, "P@3": 0.19765, "P@5": 0.12788, "Recall@1": 0.3636, "Recall@10": 0.58491, "Recall@100": 0.58864, "Recall@3": 0.53385, "Recall@5": 0.56913}, "rus-xquad": {"MAP@1": 0.97395, "MAP@10": 0.98375, "MAP@100": 0.98375, "MAP@3": 0.98375, "MAP@5": 0.98375, "MRR@1": 0.97395, "MRR@10": 0.98375, "MRR@100": 0.98375, "MRR@3": 0.98375, "MRR@5": 0.98375, "NDCG@1": 0.97395, "NDCG@10": 0.98645, "NDCG@100": 0.98645, "NDCG@3": 0.98645, "NDCG@5": 0.98645, "P@1": 0.97395, "P@10": 0.09941, "P@100": 0.00994, "P@3": 0.33137, "P@5": 0.19882, "Recall@1": 0.97395, "Recall@10": 0.99412, "Recall@100": 0.99412, "Recall@3": 0.99412, "Recall@5": 0.99412}, "rus-xquad-sentences": {"MAP@1": 0.83908, "MAP@10": 0.88086, "MAP@100": 0.88091, "MAP@3": 0.87703, "MAP@5": 0.88006, "MRR@1": 0.8395, "MRR@10": 0.88128, "MRR@100": 0.88133, "MRR@3": 0.87745, "MRR@5": 0.88048, "NDCG@1": 0.8395, "NDCG@10": 0.89567, "NDCG@100": 0.89588, "NDCG@3": 0.8886, "NDCG@5": 0.89392, "P@1": 0.8395, "P@10": 0.09395, "P@100": 0.0094, "P@3": 0.30728, "P@5": 0.18689, "Recall@1": 0.83908, "Recall@10": 0.93908, "Recall@100": 0.93992, "Recall@3": 0.92143, "Recall@5": 0.93403}, "ruscibench-retrieval": {"MAP@1": 0.23565, "MAP@10": 0.39764, "MAP@100": 0.39831, "MAP@3": 0.34196, "MAP@5": 0.38263, "MRR@1": 0.69275, "MRR@10": 0.74222, "MRR@100": 0.74222, "MRR@3": 0.73527, "MRR@5": 0.74193, "NDCG@1": 0.69275, "NDCG@10": 0.49366, "NDCG@100": 0.49443, "NDCG@3": 0.56379, "NDCG@5": 0.5214, "P@1": 0.69275, "P@10": 0.18, "P@100": 0.01812, "P@3": 0.44251, "P@5": 0.33101, "Recall@1": 0.23565, "Recall@10": 0.44782, "Recall@100": 0.44919, "Recall@3": 0.36146, "Recall@5": 0.42246}, "sberquad-retrieval": {"MAP@1": 0.26033, "MAP@10": 0.60913, "MAP@100": 0.60919, "MAP@3": 0.60528, "MAP@5": 0.60862, "MRR@1": 0.46446, "MRR@10": 0.71229, "MRR@100": 0.71233, "MRR@3": 0.70876, "MRR@5": 0.71185, "NDCG@1": 0.26033, "NDCG@10": 0.70411, "NDCG@100": 0.70432, "NDCG@3": 0.69701, "NDCG@5": 0.70292, "P@1": 0.26033, "P@10": 0.09738, "P@100": 0.00975, "P@3": 0.31871, "P@5": 0.19404, "Recall@1": 0.26033, "Recall@10": 0.97379, "Recall@100": 0.97458, "Recall@3": 0.95612, "Recall@5": 0.97021}, "wikifacts-articles": {"MAP@1": 0.49156, "MAP@10": 0.68032, "MAP@100": 0.68365, "MAP@3": 0.63761, "MAP@5": 0.66628, "MRR@1": 0.63832, "MRR@10": 0.75239, "MRR@100": 0.75368, "MRR@3": 0.73704, "MRR@5": 0.74693, "NDCG@1": 0.62938, "NDCG@10": 0.74759, "NDCG@100": 0.75543, "NDCG@3": 0.69193, "NDCG@5": 0.72461, "P@1": 0.63869, "P@10": 0.13139, "P@100": 0.01365, "P@3": 0.34945, "P@5": 0.23916, "Recall@1": 0.49156, "Recall@10": 0.86978, "Recall@100": 0.89562, "Recall@3": 0.73424, "Recall@5": 0.80906}, "wikifacts-para": {"MAP@1": 0.31361, "MAP@10": 0.44843, "MAP@100": 0.45105, "MAP@3": 0.41633, "MAP@5": 0.43616, "MRR@1": 0.48242, "MRR@10": 0.58772, "MRR@100": 0.58851, "MRR@3": 0.57387, "MRR@5": 0.58354, "NDCG@1": 0.47202, "NDCG@10": 0.52148, "NDCG@100": 0.52728, "NDCG@3": 0.48777, "NDCG@5": 0.50384, "P@1": 0.48187, "P@10": 0.10893, "P@100": 0.01138, "P@3": 0.27873, "P@5": 0.19245, "Recall@1": 0.31361, "Recall@10": 0.5859, "Recall@100": 0.60293, "Recall@3": 0.48568, "Recall@5": 0.53841}, "wikifacts-sents": {"MAP@1": 0.08018, "MAP@10": 0.12381, "MAP@100": 0.12495, "MAP@3": 0.11394, "MAP@5": 0.12001, "MRR@1": 0.1456, "MRR@10": 0.20296, "MRR@100": 0.20425, "MRR@3": 0.19193, "MRR@5": 0.19873, "NDCG@1": 0.12859, "NDCG@10": 0.15855, "NDCG@100": 0.16209, "NDCG@3": 0.14625, "NDCG@5": 0.15176, "P@1": 0.13257, "P@10": 0.03834, "P@100": 0.00415, "P@3": 0.09182, "P@5": 0.06587, "Recall@1": 0.08018, "Recall@10": 0.18454, "Recall@100": 0.19479, "Recall@3": 0.14539, "Recall@5": 0.16486}, "wikifacts-window_2": {"MAP@1": 0.08533, "MAP@10": 0.18962, "MAP@100": 0.19218, "MAP@3": 0.15971, "MAP@5": 0.17901, "MRR@1": 0.30383, "MRR@10": 0.39267, "MRR@100": 0.39368, "MRR@3": 0.3786, "MRR@5": 0.3885, "NDCG@1": 0.29499, "NDCG@10": 0.26259, "NDCG@100": 0.26506, "NDCG@3": 0.26938, "NDCG@5": 0.26311, "P@1": 0.30182, "P@10": 0.10545, "P@100": 0.01131, "P@3": 0.232, "P@5": 0.17687, "Recall@1": 0.08533, "Recall@10": 0.25856, "Recall@100": 0.2716, "Recall@3": 0.18799, "Recall@5": 0.22749}, "wikifacts-window_3": {"MAP@1": 0.06971, "MAP@10": 0.21215, "MAP@100": 0.21825, "MAP@3": 0.16237, "MAP@5": 0.19017, "MRR@1": 0.36588, "MRR@10": 0.44464, "MRR@100": 0.44573, "MRR@3": 0.42787, "MRR@5": 0.4392, "NDCG@1": 0.35534, "NDCG@10": 0.30263, "NDCG@100": 0.30268, "NDCG@3": 0.32144, "NDCG@5": 0.31189, "P@1": 0.36425, "P@10": 0.16334, "P@100": 0.01812, "P@3": 0.31806, "P@5": 0.25408, "Recall@1": 0.06971, "Recall@10": 0.27857, "Recall@100": 0.29982, "Recall@3": 0.18102, "Recall@5": 0.22959}, "wikifacts-window_4": {"MAP@1": 0.05678, "MAP@10": 0.22264, "MAP@100": 0.23282, "MAP@3": 0.1456, "MAP@5": 0.19034, "MRR@1": 0.39183, "MRR@10": 0.4691, "MRR@100": 0.47057, "MRR@3": 0.45295, "MRR@5": 0.46315, "NDCG@1": 0.38274, "NDCG@10": 0.32871, "NDCG@100": 0.3219, "NDCG@3": 0.36421, "NDCG@5": 0.34417, "P@1": 0.39164, "P@10": 0.21399, "P@100": 0.0245, "P@3": 0.36561, "P@5": 0.31332, "Recall@1": 0.05678, "Recall@10": 0.28309, "Recall@100": 0.31236, "Recall@3": 0.15907, "Recall@5": 0.22047}, "wikifacts-window_5": {"MAP@1": 0.04838, "MAP@10": 0.22668, "MAP@100": 0.24171, "MAP@3": 0.12778, "MAP@5": 0.18604, "MRR@1": 0.41324, "MRR@10": 0.48724, "MRR@100": 0.48917, "MRR@3": 0.4705, "MRR@5": 0.47976, "NDCG@1": 0.40326, "NDCG@10": 0.34853, "NDCG@100": 0.33361, "NDCG@3": 0.38858, "NDCG@5": 0.36601, "P@1": 0.41179, "P@10": 0.25942, "P@100": 0.03071, "P@3": 0.39214, "P@5": 0.36105, "Recall@1": 0.04838, "Recall@10": 0.28122, "Recall@100": 0.31823, "Recall@3": 0.13781, "Recall@5": 0.20927}, "wikifacts-window_6": {"MAP@1": 0.04338, "MAP@10": 0.22814, "MAP@100": 0.24974, "MAP@3": 0.11534, "MAP@5": 0.17345, "MRR@1": 0.4364, "MRR@10": 0.51061, "MRR@100": 0.51242, "MRR@3": 0.49404, "MRR@5": 0.50313, "NDCG@1": 0.42796, "NDCG@10": 0.37083, "NDCG@100": 0.34507, "NDCG@3": 0.41292, "NDCG@5": 0.39534, "P@1": 0.43713, "P@10": 0.29681, "P@100": 0.03644, "P@3": 0.41704, "P@5": 0.39321, "Recall@1": 0.04338, "Recall@10": 0.27746, "Recall@100": 0.32417, "Recall@3": 0.12393, "Recall@5": 0.19346}}}, "source_url": "", "type": "reranker", "verified": true} {"date": "2026-07-09", "hardware": "cuda", "model_id": "Qwen/Qwen3-Embedding-0.6B", "model_name": "Qwen3-Embedding-0.6B", "notes": "", "organization": "Qwen", "runtime_seconds": 123816.64, "scores": {"average": {"MAP@1": 0.25756, "MAP@10": 0.36292, "MAP@100": 0.39008, "MAP@3": 0.32623, "MAP@5": 0.34491, "MRR@1": 0.43405, "MRR@10": 0.53144, "MRR@100": 0.53752, "MRR@3": 0.50941, "MRR@5": 0.52258, "NDCG@1": 0.42936, "NDCG@10": 0.47491, "NDCG@100": 0.51356, "NDCG@3": 0.4541, "NDCG@5": 0.4618, "P@1": 0.43337, "P@10": 0.15757, "P@100": 0.05193, "P@3": 0.27473, "P@5": 0.21779, "Recall@1": 0.25756, "Recall@10": 0.49647, "Recall@100": 0.67855, "Recall@3": 0.38151, "Recall@5": 0.43112}, "datasets": {"legal_search_2004": {"MAP@1": 0.06395, "MAP@10": 0.1835, "MAP@100": 0.27915, "MAP@3": 0.12005, "MAP@5": 0.14348, "MRR@1": 0.54945, "MRR@10": 0.59963, "MRR@100": 0.60515, "MRR@3": 0.58974, "MRR@5": 0.59469, "NDCG@1": 0.54945, "NDCG@10": 0.42505, "NDCG@100": 0.44339, "NDCG@3": 0.47959, "NDCG@5": 0.44776, "P@1": 0.54945, "P@10": 0.33077, "P@100": 0.10725, "P@3": 0.44689, "P@5": 0.38681, "Recall@1": 0.06395, "Recall@10": 0.23052, "Recall@100": 0.53769, "Recall@3": 0.12407, "Recall@5": 0.15422}, "legal_search_2007": {"MAP@1": 0.02403, "MAP@10": 0.08768, "MAP@100": 0.18936, "MAP@3": 0.04127, "MAP@5": 0.05605, "MRR@1": 0.4, "MRR@10": 0.509, "MRR@100": 0.51572, "MRR@3": 0.49667, "MRR@5": 0.50567, "NDCG@1": 0.4, "NDCG@10": 0.3369, "NDCG@100": 0.3505, "NDCG@3": 0.37349, "NDCG@5": 0.35127, "P@1": 0.4, "P@10": 0.306, "P@100": 0.1402, "P@3": 0.36, "P@5": 0.328, "Recall@1": 0.02403, "Recall@10": 0.12148, "Recall@100": 0.39731, "Recall@3": 0.04649, "Recall@5": 0.06733}, "ria-news": {"MAP@1": 0.6049, "MAP@10": 0.6933, "MAP@100": 0.69724, "MAP@3": 0.67647, "MAP@5": 0.68729, "MRR@1": 0.6049, "MRR@10": 0.6933, "MRR@100": 0.69724, "MRR@3": 0.67647, "MRR@5": 0.68729, "NDCG@1": 0.6049, "NDCG@10": 0.73292, "NDCG@100": 0.75168, "NDCG@3": 0.69901, "NDCG@5": 0.71848, "P@1": 0.6049, "P@10": 0.08556, "P@100": 0.00943, "P@3": 0.25467, "P@5": 0.16224, "Recall@1": 0.6049, "Recall@10": 0.8556, "Recall@100": 0.9425, "Recall@3": 0.764, "Recall@5": 0.8112}, "ru-facts": {"MAP@1": 0.84159, "MAP@10": 0.91667, "MAP@100": 0.91667, "MAP@3": 0.91581, "MAP@5": 0.91632, "MRR@1": 0.84025, "MRR@10": 0.916, "MRR@100": 0.916, "MRR@3": 0.91514, "MRR@5": 0.91566, "NDCG@1": 0.84159, "NDCG@10": 0.93825, "NDCG@100": 0.93825, "NDCG@3": 0.93656, "NDCG@5": 0.93748, "P@1": 0.84159, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33185, "P@5": 0.19955, "Recall@1": 0.84159, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99554, "Recall@5": 0.99777}, "rubq": {"MAP@1": 0.39788, "MAP@10": 0.58911, "MAP@100": 0.59835, "MAP@3": 0.53715, "MAP@5": 0.56833, "MRR@1": 0.56915, "MRR@10": 0.68258, "MRR@100": 0.68587, "MRR@3": 0.66086, "MRR@5": 0.67492, "NDCG@1": 0.56915, "NDCG@10": 0.66825, "NDCG@100": 0.6994, "NDCG@3": 0.59764, "NDCG@5": 0.6334, "P@1": 0.56915, "P@10": 0.13168, "P@100": 0.01547, "P@3": 0.32723, "P@5": 0.22849, "Recall@1": 0.39788, "Recall@10": 0.80397, "Recall@100": 0.92766, "Recall@3": 0.62843, "Recall@5": 0.71437}, "rus-arguana": {"MAP@1": 0.29801, "MAP@10": 0.46057, "MAP@100": 0.46769, "MAP@3": 0.40718, "MAP@5": 0.43805, "MRR@1": 0.29801, "MRR@10": 0.46057, "MRR@100": 0.46768, "MRR@3": 0.40718, "MRR@5": 0.43805, "NDCG@1": 0.29801, "NDCG@10": 0.55362, "NDCG@100": 0.58397, "NDCG@3": 0.44356, "NDCG@5": 0.49936, "P@1": 0.29801, "P@10": 0.08521, "P@100": 0.00984, "P@3": 0.18303, "P@5": 0.13698, "Recall@1": 0.29801, "Recall@10": 0.85206, "Recall@100": 0.98435, "Recall@3": 0.54908, "Recall@5": 0.68492}, "rus-cqadupstack": {"MAP@1": 0.20219, "MAP@10": 0.28119, "MAP@100": 0.29197, "MAP@3": 0.25742, "MAP@5": 0.27029, "MRR@1": 0.24154, "MRR@10": 0.31744, "MRR@100": 0.32587, "MRR@3": 0.29583, "MRR@5": 0.30765, "NDCG@1": 0.24154, "NDCG@10": 0.32801, "NDCG@100": 0.37741, "NDCG@3": 0.28642, "NDCG@5": 0.30519, "P@1": 0.24154, "P@10": 0.05829, "P@100": 0.00976, "P@3": 0.13321, "P@5": 0.09479, "Recall@1": 0.20219, "Recall@10": 0.43193, "Recall@100": 0.65153, "Recall@3": 0.31545, "Recall@5": 0.3638}, "rus-fiqa": {"MAP@1": 0.17083, "MAP@10": 0.26365, "MAP@100": 0.28083, "MAP@3": 0.2312, "MAP@5": 0.24842, "MRR@1": 0.326, "MRR@10": 0.40195, "MRR@100": 0.41098, "MRR@3": 0.37667, "MRR@5": 0.39087, "NDCG@1": 0.326, "NDCG@10": 0.33232, "NDCG@100": 0.39964, "NDCG@3": 0.29744, "NDCG@5": 0.30673, "P@1": 0.326, "P@10": 0.0874, "P@100": 0.01574, "P@3": 0.19133, "P@5": 0.138, "Recall@1": 0.17083, "Recall@10": 0.40245, "Recall@100": 0.65851, "Recall@3": 0.26914, "Recall@5": 0.32398}, "rus-miracl": {"MAP@1": 0.27546, "MAP@10": 0.48286, "MAP@100": 0.51071, "MAP@3": 0.41054, "MAP@5": 0.45063, "MRR@1": 0.54792, "MRR@10": 0.67192, "MRR@100": 0.67558, "MRR@3": 0.64763, "MRR@5": 0.66376, "NDCG@1": 0.54792, "NDCG@10": 0.58809, "NDCG@100": 0.65941, "NDCG@3": 0.53254, "NDCG@5": 0.55039, "P@1": 0.54792, "P@10": 0.17492, "P@100": 0.02562, "P@3": 0.36635, "P@5": 0.2754, "Recall@1": 0.27546, "Recall@10": 0.68659, "Recall@100": 0.91922, "Recall@3": 0.48458, "Recall@5": 0.57876}, "rus-mmarco": {"MAP@1": 0.14325, "MAP@10": 0.22786, "MAP@100": 0.23969, "MAP@3": 0.19917, "MAP@5": 0.21476, "MRR@1": 0.14756, "MRR@10": 0.23243, "MRR@100": 0.24396, "MRR@3": 0.2038, "MRR@5": 0.21938, "NDCG@1": 0.14756, "NDCG@10": 0.27839, "NDCG@100": 0.33944, "NDCG@3": 0.21899, "NDCG@5": 0.24698, "P@1": 0.14756, "P@10": 0.04534, "P@100": 0.00766, "P@3": 0.09374, "P@5": 0.07049, "Recall@1": 0.14325, "Recall@10": 0.43493, "Recall@100": 0.72579, "Recall@3": 0.2719, "Recall@5": 0.3393}, "rus-nfcorpus": {"MAP@1": 0.04717, "MAP@10": 0.10188, "MAP@100": 0.12805, "MAP@3": 0.07376, "MAP@5": 0.0878, "MRR@1": 0.40867, "MRR@10": 0.48556, "MRR@100": 0.49273, "MRR@3": 0.4613, "MRR@5": 0.47755, "NDCG@1": 0.39474, "NDCG@10": 0.28482, "NDCG@100": 0.26491, "NDCG@3": 0.33487, "NDCG@5": 0.31744, "P@1": 0.40867, "P@10": 0.20526, "P@100": 0.06693, "P@3": 0.30857, "P@5": 0.27059, "Recall@1": 0.04717, "Recall@10": 0.13708, "Recall@100": 0.26913, "Recall@3": 0.08204, "Recall@5": 0.10949}, "rus-quora": {"MAP@1": 0.58084, "MAP@10": 0.71617, "MAP@100": 0.72417, "MAP@3": 0.68258, "MAP@5": 0.70308, "MRR@1": 0.6668, "MRR@10": 0.75048, "MRR@100": 0.75367, "MRR@3": 0.7332, "MRR@5": 0.74449, "NDCG@1": 0.6668, "NDCG@10": 0.76607, "NDCG@100": 0.7904, "NDCG@3": 0.72315, "NDCG@5": 0.74571, "P@1": 0.6668, "P@10": 0.1196, "P@100": 0.01424, "P@3": 0.31913, "P@5": 0.21464, "Recall@1": 0.58084, "Recall@10": 0.8742, "Recall@100": 0.96942, "Recall@3": 0.75526, "Recall@5": 0.81453}, "rus-scidocs": {"MAP@1": 0.04028, "MAP@10": 0.10042, "MAP@100": 0.1181, "MAP@3": 0.07326, "MAP@5": 0.08732, "MRR@1": 0.197, "MRR@10": 0.29563, "MRR@100": 0.3061, "MRR@3": 0.26617, "MRR@5": 0.28117, "NDCG@1": 0.197, "NDCG@10": 0.16995, "NDCG@100": 0.24369, "NDCG@3": 0.16408, "NDCG@5": 0.14257, "P@1": 0.197, "P@10": 0.0874, "P@100": 0.01951, "P@3": 0.15433, "P@5": 0.1248, "Recall@1": 0.04028, "Recall@10": 0.17713, "Recall@100": 0.39598, "Recall@3": 0.09418, "Recall@5": 0.12673}, "rus-scifact": {"MAP@1": 0.50844, "MAP@10": 0.60767, "MAP@100": 0.61472, "MAP@3": 0.58058, "MAP@5": 0.59481, "MRR@1": 0.53667, "MRR@10": 0.62329, "MRR@100": 0.62812, "MRR@3": 0.60222, "MRR@5": 0.61339, "NDCG@1": 0.53667, "NDCG@10": 0.65632, "NDCG@100": 0.68513, "NDCG@3": 0.608, "NDCG@5": 0.63011, "P@1": 0.53667, "P@10": 0.089, "P@100": 0.01047, "P@3": 0.24, "P@5": 0.15867, "Recall@1": 0.50844, "Recall@10": 0.79111, "Recall@100": 0.91933, "Recall@3": 0.66078, "Recall@5": 0.71617}, "rus-touche": {"MAP@1": 0.0244, "MAP@10": 0.09292, "MAP@100": 0.15682, "MAP@3": 0.04424, "MAP@5": 0.06569, "MRR@1": 0.32653, "MRR@10": 0.48285, "MRR@100": 0.49093, "MRR@3": 0.43197, "MRR@5": 0.46769, "NDCG@1": 0.29592, "NDCG@10": 0.24653, "NDCG@100": 0.37545, "NDCG@3": 0.25075, "NDCG@5": 0.2559, "P@1": 0.32653, "P@10": 0.22245, "P@100": 0.07939, "P@3": 0.2449, "P@5": 0.25714, "Recall@1": 0.0244, "Recall@10": 0.16526, "Recall@100": 0.49409, "Recall@3": 0.05357, "Recall@5": 0.09722}, "rus-trec-covid": {"MAP@1": 0.0023, "MAP@10": 0.02104, "MAP@100": 0.13076, "MAP@3": 0.00657, "MAP@5": 0.01089, "MRR@1": 0.86, "MRR@10": 0.92667, "MRR@100": 0.92667, "MRR@3": 0.92667, "MRR@5": 0.92667, "NDCG@1": 0.85, "NDCG@10": 0.81207, "NDCG@100": 0.64522, "NDCG@3": 0.83693, "NDCG@5": 0.83605, "P@1": 0.86, "P@10": 0.86, "P@100": 0.666, "P@3": 0.88667, "P@5": 0.892, "Recall@1": 0.0023, "Recall@10": 0.02276, "Recall@100": 0.15983, "Recall@3": 0.00696, "Recall@5": 0.01167}, "rus-tydiqa": {"MAP@1": 0.31081, "MAP@10": 0.45447, "MAP@100": 0.46428, "MAP@3": 0.42188, "MAP@5": 0.44238, "MRR@1": 0.34423, "MRR@10": 0.48004, "MRR@100": 0.488, "MRR@3": 0.45095, "MRR@5": 0.46954, "NDCG@1": 0.33821, "NDCG@10": 0.52306, "NDCG@100": 0.56596, "NDCG@3": 0.46158, "NDCG@5": 0.49566, "P@1": 0.33821, "P@10": 0.08081, "P@100": 0.01039, "P@3": 0.20453, "P@5": 0.14217, "Recall@1": 0.31081, "Recall@10": 0.70754, "Recall@100": 0.89687, "Recall@3": 0.54848, "Recall@5": 0.62665}, "rus-xquad": {"MAP@1": 0.87983, "MAP@10": 0.92322, "MAP@100": 0.92376, "MAP@3": 0.91793, "MAP@5": 0.92146, "MRR@1": 0.87983, "MRR@10": 0.92322, "MRR@100": 0.92376, "MRR@3": 0.91793, "MRR@5": 0.92146, "NDCG@1": 0.87983, "NDCG@10": 0.93926, "NDCG@100": 0.94184, "NDCG@3": 0.92897, "NDCG@5": 0.93526, "P@1": 0.87983, "P@10": 0.09874, "P@100": 0.00999, "P@3": 0.32017, "P@5": 0.19513, "Recall@1": 0.87983, "Recall@10": 0.98739, "Recall@100": 0.99916, "Recall@3": 0.9605, "Recall@5": 0.97563}, "rus-xquad-sentences": {"MAP@1": 0.72899, "MAP@10": 0.81136, "MAP@100": 0.81399, "MAP@3": 0.79958, "MAP@5": 0.80761, "MRR@1": 0.72941, "MRR@10": 0.81168, "MRR@100": 0.81432, "MRR@3": 0.8, "MRR@5": 0.80803, "NDCG@1": 0.72941, "NDCG@10": 0.8448, "NDCG@100": 0.85596, "NDCG@3": 0.82156, "NDCG@5": 0.83588, "P@1": 0.72941, "P@10": 0.09471, "P@100": 0.00996, "P@3": 0.29496, "P@5": 0.18387, "Recall@1": 0.72899, "Recall@10": 0.94622, "Recall@100": 0.99496, "Recall@3": 0.88445, "Recall@5": 0.91891}, "ruscibench-retrieval": {"MAP@1": 0.24159, "MAP@10": 0.43479, "MAP@100": 0.47687, "MAP@3": 0.34761, "MAP@5": 0.39015, "MRR@1": 0.66957, "MRR@10": 0.76033, "MRR@100": 0.76295, "MRR@3": 0.74058, "MRR@5": 0.75188, "NDCG@1": 0.66957, "NDCG@10": 0.55762, "NDCG@100": 0.65519, "NDCG@3": 0.55854, "NDCG@5": 0.53565, "P@1": 0.66957, "P@10": 0.2287, "P@100": 0.03759, "P@3": 0.42995, "P@5": 0.34087, "Recall@1": 0.24159, "Recall@10": 0.56893, "Recall@100": 0.84115, "Recall@3": 0.38034, "Recall@5": 0.45621}, "sberquad-retrieval": {"MAP@1": 0.33936, "MAP@10": 0.56138, "MAP@100": 0.56564, "MAP@3": 0.54028, "MAP@5": 0.5541, "MRR@1": 0.35405, "MRR@10": 0.56938, "MRR@100": 0.57363, "MRR@3": 0.54888, "MRR@5": 0.56212, "NDCG@1": 0.33936, "NDCG@10": 0.63904, "NDCG@100": 0.65935, "NDCG@3": 0.59669, "NDCG@5": 0.62153, "P@1": 0.33936, "P@10": 0.08711, "P@100": 0.00965, "P@3": 0.25238, "P@5": 0.16346, "Recall@1": 0.33936, "Recall@10": 0.87113, "Recall@100": 0.96525, "Recall@3": 0.75715, "Recall@5": 0.81732}, "wikifacts-articles": {"MAP@1": 0.31867, "MAP@10": 0.47222, "MAP@100": 0.48328, "MAP@3": 0.4305, "MAP@5": 0.45519, "MRR@1": 0.43631, "MRR@10": 0.5477, "MRR@100": 0.55412, "MRR@3": 0.52695, "MRR@5": 0.5393, "NDCG@1": 0.42591, "NDCG@10": 0.54004, "NDCG@100": 0.5849, "NDCG@3": 0.47833, "NDCG@5": 0.5095, "P@1": 0.43668, "P@10": 0.10429, "P@100": 0.01358, "P@3": 0.25523, "P@5": 0.17931, "Recall@1": 0.31867, "Recall@10": 0.67083, "Recall@100": 0.86345, "Recall@3": 0.51586, "Recall@5": 0.58851}, "wikifacts-para": {"MAP@1": 0.14972, "MAP@10": 0.25172, "MAP@100": 0.26711, "MAP@3": 0.21604, "MAP@5": 0.2351, "MRR@1": 0.24278, "MRR@10": 0.34771, "MRR@100": 0.35669, "MRR@3": 0.32045, "MRR@5": 0.33584, "NDCG@1": 0.2367, "NDCG@10": 0.32004, "NDCG@100": 0.38199, "NDCG@3": 0.26541, "NDCG@5": 0.28827, "P@1": 0.24351, "P@10": 0.07959, "P@100": 0.01345, "P@3": 0.16228, "P@5": 0.12277, "Recall@1": 0.14972, "Recall@10": 0.42318, "Recall@100": 0.66934, "Recall@3": 0.27659, "Recall@5": 0.33719}, "wikifacts-sents": {"MAP@1": 0.07044, "MAP@10": 0.11593, "MAP@100": 0.12335, "MAP@3": 0.1012, "MAP@5": 0.10866, "MRR@1": 0.1219, "MRR@10": 0.1875, "MRR@100": 0.19457, "MRR@3": 0.16944, "MRR@5": 0.17884, "NDCG@1": 0.11747, "NDCG@10": 0.15644, "NDCG@100": 0.19098, "NDCG@3": 0.1321, "NDCG@5": 0.141, "P@1": 0.12208, "P@10": 0.04145, "P@100": 0.00765, "P@3": 0.08368, "P@5": 0.06269, "Recall@1": 0.07044, "Recall@10": 0.20039, "Recall@100": 0.33272, "Recall@3": 0.13338, "Recall@5": 0.15878}, "wikifacts-window_2": {"MAP@1": 0.06278, "MAP@10": 0.14155, "MAP@100": 0.15838, "MAP@3": 0.10916, "MAP@5": 0.12542, "MRR@1": 0.22641, "MRR@10": 0.31733, "MRR@100": 0.32554, "MRR@3": 0.29141, "MRR@5": 0.30599, "NDCG@1": 0.21821, "NDCG@10": 0.21418, "NDCG@100": 0.27226, "NDCG@3": 0.19463, "NDCG@5": 0.19642, "P@1": 0.22404, "P@10": 0.09596, "P@100": 0.01899, "P@3": 0.16873, "P@5": 0.13566, "Recall@1": 0.06278, "Recall@10": 0.2346, "Recall@100": 0.41982, "Recall@3": 0.1346, "Recall@5": 0.17459}, "wikifacts-window_3": {"MAP@1": 0.0464, "MAP@10": 0.14024, "MAP@100": 0.16726, "MAP@3": 0.09811, "MAP@5": 0.11887, "MRR@1": 0.24895, "MRR@10": 0.33907, "MRR@100": 0.34797, "MRR@3": 0.31503, "MRR@5": 0.32869, "NDCG@1": 0.24032, "NDCG@10": 0.22218, "NDCG@100": 0.29537, "NDCG@3": 0.21479, "NDCG@5": 0.21407, "P@1": 0.24823, "P@10": 0.12981, "P@100": 0.02888, "P@3": 0.21319, "P@5": 0.17872, "Recall@1": 0.0464, "Recall@10": 0.21896, "Recall@100": 0.43521, "Recall@3": 0.11669, "Recall@5": 0.15787}, "wikifacts-window_4": {"MAP@1": 0.03724, "MAP@10": 0.1361, "MAP@100": 0.17154, "MAP@3": 0.08431, "MAP@5": 0.10934, "MRR@1": 0.2634, "MRR@10": 0.35109, "MRR@100": 0.35952, "MRR@3": 0.32534, "MRR@5": 0.33988, "NDCG@1": 0.2555, "NDCG@10": 0.22857, "NDCG@100": 0.30663, "NDCG@3": 0.23376, "NDCG@5": 0.22348, "P@1": 0.26376, "P@10": 0.15898, "P@100": 0.0377, "P@3": 0.23451, "P@5": 0.2061, "Recall@1": 0.03724, "Recall@10": 0.2074, "Recall@100": 0.43725, "Recall@3": 0.09766, "Recall@5": 0.1408}, "wikifacts-window_5": {"MAP@1": 0.03081, "MAP@10": 0.12969, "MAP@100": 0.17414, "MAP@3": 0.07219, "MAP@5": 0.099, "MRR@1": 0.26908, "MRR@10": 0.35756, "MRR@100": 0.36604, "MRR@3": 0.33083, "MRR@5": 0.34571, "NDCG@1": 0.26056, "NDCG@10": 0.2314, "NDCG@100": 0.31298, "NDCG@3": 0.24344, "NDCG@5": 0.22782, "P@1": 0.26945, "P@10": 0.18161, "P@100": 0.04642, "P@3": 0.2463, "P@5": 0.2251, "Recall@1": 0.03081, "Recall@10": 0.19278, "Recall@100": 0.43366, "Recall@3": 0.08265, "Recall@5": 0.12424}, "wikifacts-window_6": {"MAP@1": 0.02718, "MAP@10": 0.12539, "MAP@100": 0.17837, "MAP@3": 0.06462, "MAP@5": 0.09191, "MRR@1": 0.28107, "MRR@10": 0.36973, "MRR@100": 0.37877, "MRR@3": 0.34356, "MRR@5": 0.35855, "NDCG@1": 0.27318, "NDCG@10": 0.23823, "NDCG@100": 0.32206, "NDCG@3": 0.25611, "NDCG@5": 0.24271, "P@1": 0.2818, "P@10": 0.1988, "P@100": 0.05424, "P@3": 0.25936, "P@5": 0.24159, "Recall@1": 0.02718, "Recall@10": 0.18122, "Recall@100": 0.4367, "Recall@3": 0.0741, "Recall@5": 0.1143}}}, "source_url": "", "type": "dense", "verified": true} {"base_model_id": "bm25", "date": "2026-07-15", "hardware": "cuda", "model_id": "bm25+Qwen/Qwen3-Reranker-0.6B", "model_name": "BM25+Qwen3-Reranker-0.6B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 67342.35, "scores": {"average": {"MAP@1": 0.28036, "MAP@10": 0.38839, "MAP@100": 0.39635, "MAP@3": 0.35449, "MAP@5": 0.37304, "MRR@1": 0.48463, "MRR@10": 0.56952, "MRR@100": 0.57085, "MRR@3": 0.55573, "MRR@5": 0.56475, "NDCG@1": 0.47054, "NDCG@10": 0.49673, "NDCG@100": 0.46698, "NDCG@3": 0.49808, "NDCG@5": 0.49784, "P@1": 0.4759, "P@10": 0.16595, "P@100": 0.02123, "P@3": 0.3075, "P@5": 0.24058, "Recall@1": 0.28036, "Recall@10": 0.48479, "Recall@100": 0.50787, "Recall@3": 0.40662, "Recall@5": 0.44519}, "datasets": {"legal_search_2004": {"MAP@1": 0.06355, "MAP@10": 0.2534, "MAP@100": 0.30372, "MAP@3": 0.14027, "MAP@5": 0.19014, "MRR@1": 0.58242, "MRR@10": 0.65601, "MRR@100": 0.65747, "MRR@3": 0.64469, "MRR@5": 0.64689, "NDCG@1": 0.58242, "NDCG@10": 0.54591, "NDCG@100": 0.4256, "NDCG@3": 0.57277, "NDCG@5": 0.55792, "P@1": 0.58242, "P@10": 0.43956, "P@100": 0.06451, "P@3": 0.56044, "P@5": 0.51429, "Recall@1": 0.06355, "Recall@10": 0.33615, "Recall@100": 0.42194, "Recall@3": 0.1564, "Recall@5": 0.22105}, "legal_search_2007": {"MAP@1": 0.0269, "MAP@10": 0.11918, "MAP@100": 0.1675, "MAP@3": 0.05462, "MAP@5": 0.07715, "MRR@1": 0.52, "MRR@10": 0.63289, "MRR@100": 0.63689, "MRR@3": 0.61333, "MRR@5": 0.62733, "NDCG@1": 0.52, "NDCG@10": 0.49632, "NDCG@100": 0.29503, "NDCG@3": 0.55003, "NDCG@5": 0.52644, "P@1": 0.52, "P@10": 0.464, "P@100": 0.074, "P@3": 0.55333, "P@5": 0.512, "Recall@1": 0.0269, "Recall@10": 0.15936, "Recall@100": 0.2412, "Recall@3": 0.05997, "Recall@5": 0.08879}, "ria-news": {"MAP@1": 0.6745, "MAP@10": 0.73451, "MAP@100": 0.7348, "MAP@3": 0.72935, "MAP@5": 0.73298, "MRR@1": 0.6745, "MRR@10": 0.73451, "MRR@100": 0.7348, "MRR@3": 0.72935, "MRR@5": 0.73298, "NDCG@1": 0.6745, "NDCG@10": 0.75581, "NDCG@100": 0.75678, "NDCG@3": 0.74578, "NDCG@5": 0.75225, "P@1": 0.6745, "P@10": 0.08191, "P@100": 0.00823, "P@3": 0.2643, "P@5": 0.16168, "Recall@1": 0.6745, "Recall@10": 0.8191, "Recall@100": 0.8228, "Recall@3": 0.7929, "Recall@5": 0.8084}, "ru-facts": {"MAP@1": 0.82062, "MAP@10": 0.90278, "MAP@100": 0.90278, "MAP@3": 0.90094, "MAP@5": 0.90239, "MRR@1": 0.84427, "MRR@10": 0.91531, "MRR@100": 0.91531, "MRR@3": 0.9138, "MRR@5": 0.91485, "NDCG@1": 0.82062, "NDCG@10": 0.92738, "NDCG@100": 0.92738, "NDCG@3": 0.92388, "NDCG@5": 0.92648, "P@1": 0.82062, "P@10": 0.09982, "P@100": 0.00998, "P@3": 0.32976, "P@5": 0.19911, "Recall@1": 0.82062, "Recall@10": 0.99822, "Recall@100": 0.99822, "Recall@3": 0.98929, "Recall@5": 0.99554}, "rubq": {"MAP@1": 0.35119, "MAP@10": 0.48374, "MAP@100": 0.48517, "MAP@3": 0.45308, "MAP@5": 0.4739, "MRR@1": 0.50946, "MRR@10": 0.58551, "MRR@100": 0.58602, "MRR@3": 0.57329, "MRR@5": 0.58153, "NDCG@1": 0.50709, "NDCG@10": 0.54171, "NDCG@100": 0.54506, "NDCG@3": 0.50376, "NDCG@5": 0.52531, "P@1": 0.50709, "P@10": 0.10219, "P@100": 0.01044, "P@3": 0.27226, "P@5": 0.18652, "Recall@1": 0.35119, "Recall@10": 0.60864, "Recall@100": 0.61897, "Recall@3": 0.51536, "Recall@5": 0.5676}, "rus-arguana": {"MAP@1": 0.35917, "MAP@10": 0.51035, "MAP@100": 0.51235, "MAP@3": 0.47368, "MAP@5": 0.49822, "MRR@1": 0.36629, "MRR@10": 0.51305, "MRR@100": 0.51504, "MRR@3": 0.47641, "MRR@5": 0.50091, "NDCG@1": 0.35917, "NDCG@10": 0.58293, "NDCG@100": 0.58944, "NDCG@3": 0.51028, "NDCG@5": 0.55405, "P@1": 0.35917, "P@10": 0.08094, "P@100": 0.00834, "P@3": 0.20531, "P@5": 0.14424, "Recall@1": 0.35917, "Recall@10": 0.80939, "Recall@100": 0.83357, "Recall@3": 0.61593, "Recall@5": 0.72119}, "rus-cqadupstack": {"MAP@1": 0.21961, "MAP@10": 0.27342, "MAP@100": 0.2745, "MAP@3": 0.26096, "MAP@5": 0.26882, "MRR@1": 0.26162, "MRR@10": 0.31039, "MRR@100": 0.31134, "MRR@3": 0.29978, "MRR@5": 0.30656, "NDCG@1": 0.26162, "NDCG@10": 0.3032, "NDCG@100": 0.30589, "NDCG@3": 0.2848, "NDCG@5": 0.29473, "P@1": 0.26162, "P@10": 0.04749, "P@100": 0.00495, "P@3": 0.12755, "P@5": 0.08564, "Recall@1": 0.21961, "Recall@10": 0.35553, "Recall@100": 0.36717, "Recall@3": 0.30032, "Recall@5": 0.32886}, "rus-fiqa": {"MAP@1": 0.17122, "MAP@10": 0.24305, "MAP@100": 0.24486, "MAP@3": 0.22755, "MAP@5": 0.23793, "MRR@1": 0.31, "MRR@10": 0.37319, "MRR@100": 0.37388, "MRR@3": 0.362, "MRR@5": 0.3693, "NDCG@1": 0.31, "NDCG@10": 0.29379, "NDCG@100": 0.29729, "NDCG@3": 0.28761, "NDCG@5": 0.28855, "P@1": 0.31, "P@10": 0.0684, "P@100": 0.00722, "P@3": 0.17667, "P@5": 0.1232, "Recall@1": 0.17122, "Recall@10": 0.31902, "Recall@100": 0.33189, "Recall@3": 0.26894, "Recall@5": 0.29484}, "rus-miracl": {"MAP@1": 0.21003, "MAP@10": 0.29399, "MAP@100": 0.29461, "MAP@3": 0.27351, "MAP@5": 0.28696, "MRR@1": 0.4345, "MRR@10": 0.47871, "MRR@100": 0.47889, "MRR@3": 0.47417, "MRR@5": 0.47809, "NDCG@1": 0.4345, "NDCG@10": 0.34918, "NDCG@100": 0.3501, "NDCG@3": 0.36056, "NDCG@5": 0.35027, "P@1": 0.4345, "P@10": 0.09097, "P@100": 0.00924, "P@3": 0.23749, "P@5": 0.16518, "Recall@1": 0.21003, "Recall@10": 0.33835, "Recall@100": 0.34023, "Recall@3": 0.29836, "Recall@5": 0.3227}, "rus-mmarco": {"MAP@1": 0.12662, "MAP@10": 0.18741, "MAP@100": 0.18825, "MAP@3": 0.17248, "MAP@5": 0.1822, "MRR@1": 0.13023, "MRR@10": 0.19136, "MRR@100": 0.19221, "MRR@3": 0.17655, "MRR@5": 0.18623, "NDCG@1": 0.13037, "NDCG@10": 0.21789, "NDCG@100": 0.22081, "NDCG@3": 0.18843, "NDCG@5": 0.20569, "P@1": 0.13037, "P@10": 0.03216, "P@100": 0.00334, "P@3": 0.07961, "P@5": 0.0565, "Recall@1": 0.12662, "Recall@10": 0.30823, "Recall@100": 0.31931, "Recall@3": 0.2306, "Recall@5": 0.27167}, "rus-nfcorpus": {"MAP@1": 0.06241, "MAP@10": 0.12775, "MAP@100": 0.13679, "MAP@3": 0.10017, "MAP@5": 0.11333, "MRR@1": 0.4644, "MRR@10": 0.5424, "MRR@100": 0.54529, "MRR@3": 0.52993, "MRR@5": 0.53689, "NDCG@1": 0.44892, "NDCG@10": 0.33369, "NDCG@100": 0.23524, "NDCG@3": 0.40124, "NDCG@5": 0.37516, "P@1": 0.4613, "P@10": 0.23282, "P@100": 0.03133, "P@3": 0.37461, "P@5": 0.31641, "Recall@1": 0.06241, "Recall@10": 0.15743, "Recall@100": 0.18063, "Recall@3": 0.11202, "Recall@5": 0.13301}, "rus-quora": {"MAP@1": 0.54222, "MAP@10": 0.65068, "MAP@100": 0.6518, "MAP@3": 0.6304, "MAP@5": 0.6435, "MRR@1": 0.6224, "MRR@10": 0.69318, "MRR@100": 0.69367, "MRR@3": 0.68267, "MRR@5": 0.68986, "NDCG@1": 0.6226, "NDCG@10": 0.69029, "NDCG@100": 0.69242, "NDCG@3": 0.66762, "NDCG@5": 0.68003, "P@1": 0.6226, "P@10": 0.10228, "P@100": 0.01045, "P@3": 0.2912, "P@5": 0.1902, "Recall@1": 0.54222, "Recall@10": 0.76004, "Recall@100": 0.76835, "Recall@3": 0.6925, "Recall@5": 0.72895}, "rus-scidocs": {"MAP@1": 0.04285, "MAP@10": 0.09543, "MAP@100": 0.10071, "MAP@3": 0.07326, "MAP@5": 0.08528, "MRR@1": 0.212, "MRR@10": 0.29872, "MRR@100": 0.30224, "MRR@3": 0.27467, "MRR@5": 0.28817, "NDCG@1": 0.212, "NDCG@10": 0.16068, "NDCG@100": 0.17461, "NDCG@3": 0.16454, "NDCG@5": 0.13952, "P@1": 0.212, "P@10": 0.0782, "P@100": 0.00938, "P@3": 0.15033, "P@5": 0.1182, "Recall@1": 0.04285, "Recall@10": 0.15845, "Recall@100": 0.19045, "Recall@3": 0.09135, "Recall@5": 0.1198}, "rus-scifact": {"MAP@1": 0.60011, "MAP@10": 0.67959, "MAP@100": 0.68161, "MAP@3": 0.65782, "MAP@5": 0.67132, "MRR@1": 0.62667, "MRR@10": 0.69144, "MRR@100": 0.69322, "MRR@3": 0.67556, "MRR@5": 0.68556, "NDCG@1": 0.62667, "NDCG@10": 0.71509, "NDCG@100": 0.72151, "NDCG@3": 0.67998, "NDCG@5": 0.69836, "P@1": 0.62667, "P@10": 0.09133, "P@100": 0.0094, "P@3": 0.26111, "P@5": 0.17, "Recall@1": 0.60011, "Recall@10": 0.80989, "Recall@100": 0.83389, "Recall@3": 0.71828, "Recall@5": 0.76311}, "rus-touche": {"MAP@1": 0.01258, "MAP@10": 0.09676, "MAP@100": 0.12065, "MAP@3": 0.04356, "MAP@5": 0.06443, "MRR@1": 0.20408, "MRR@10": 0.43387, "MRR@100": 0.44102, "MRR@3": 0.38776, "MRR@5": 0.42245, "NDCG@1": 0.19388, "NDCG@10": 0.26041, "NDCG@100": 0.26818, "NDCG@3": 0.25756, "NDCG@5": 0.2654, "P@1": 0.20408, "P@10": 0.25306, "P@100": 0.03918, "P@3": 0.28571, "P@5": 0.29388, "Recall@1": 0.01258, "Recall@10": 0.18001, "Recall@100": 0.26441, "Recall@3": 0.06477, "Recall@5": 0.10625}, "rus-trec-covid": {"MAP@1": 0.00238, "MAP@10": 0.0187, "MAP@100": 0.02691, "MAP@3": 0.00684, "MAP@5": 0.01097, "MRR@1": 0.86, "MRR@10": 0.90333, "MRR@100": 0.90333, "MRR@3": 0.9, "MRR@5": 0.9, "NDCG@1": 0.79, "NDCG@10": 0.68066, "NDCG@100": 0.18948, "NDCG@3": 0.76581, "NDCG@5": 0.74145, "P@1": 0.86, "P@10": 0.724, "P@100": 0.1116, "P@3": 0.82667, "P@5": 0.804, "Recall@1": 0.00238, "Recall@10": 0.0198, "Recall@100": 0.02932, "Recall@3": 0.007, "Recall@5": 0.01136}, "rus-tydiqa": {"MAP@1": 0.32917, "MAP@10": 0.43119, "MAP@100": 0.43192, "MAP@3": 0.41483, "MAP@5": 0.4269, "MRR@1": 0.36661, "MRR@10": 0.46216, "MRR@100": 0.4628, "MRR@3": 0.4488, "MRR@5": 0.45852, "NDCG@1": 0.35542, "NDCG@10": 0.47535, "NDCG@100": 0.47762, "NDCG@3": 0.44717, "NDCG@5": 0.46666, "P@1": 0.35542, "P@10": 0.06532, "P@100": 0.00665, "P@3": 0.18904, "P@5": 0.12444, "Recall@1": 0.32917, "Recall@10": 0.5809, "Recall@100": 0.58864, "Recall@3": 0.51234, "Recall@5": 0.5568}, "rus-xquad": {"MAP@1": 0.97227, "MAP@10": 0.98277, "MAP@100": 0.98277, "MAP@3": 0.98277, "MAP@5": 0.98277, "MRR@1": 0.97227, "MRR@10": 0.98277, "MRR@100": 0.98277, "MRR@3": 0.98277, "MRR@5": 0.98277, "NDCG@1": 0.97227, "NDCG@10": 0.98572, "NDCG@100": 0.98572, "NDCG@3": 0.98572, "NDCG@5": 0.98572, "P@1": 0.97227, "P@10": 0.09941, "P@100": 0.00994, "P@3": 0.33137, "P@5": 0.19882, "Recall@1": 0.97227, "Recall@10": 0.99412, "Recall@100": 0.99412, "Recall@3": 0.99412, "Recall@5": 0.99412}, "rus-xquad-sentences": {"MAP@1": 0.83109, "MAP@10": 0.87474, "MAP@100": 0.87494, "MAP@3": 0.8701, "MAP@5": 0.87417, "MRR@1": 0.83109, "MRR@10": 0.87495, "MRR@100": 0.87515, "MRR@3": 0.87031, "MRR@5": 0.87438, "NDCG@1": 0.83109, "NDCG@10": 0.8906, "NDCG@100": 0.89127, "NDCG@3": 0.88211, "NDCG@5": 0.88923, "P@1": 0.83109, "P@10": 0.09378, "P@100": 0.0094, "P@3": 0.3056, "P@5": 0.18672, "Recall@1": 0.83109, "Recall@10": 0.93739, "Recall@100": 0.93992, "Recall@3": 0.91639, "Recall@5": 0.93319}, "ruscibench-retrieval": {"MAP@1": 0.22833, "MAP@10": 0.36912, "MAP@100": 0.37368, "MAP@3": 0.31974, "MAP@5": 0.34999, "MRR@1": 0.66377, "MRR@10": 0.71855, "MRR@100": 0.71882, "MRR@3": 0.70773, "MRR@5": 0.717, "NDCG@1": 0.66377, "NDCG@10": 0.4692, "NDCG@100": 0.47681, "NDCG@3": 0.52174, "NDCG@5": 0.48253, "P@1": 0.66377, "P@10": 0.17217, "P@100": 0.01812, "P@3": 0.3971, "P@5": 0.29507, "Recall@1": 0.22833, "Recall@10": 0.43274, "Recall@100": 0.44919, "Recall@3": 0.34022, "Recall@5": 0.39363}, "sberquad-retrieval": {"MAP@1": 0.25834, "MAP@10": 0.6064, "MAP@100": 0.60651, "MAP@3": 0.60163, "MAP@5": 0.60588, "MRR@1": 0.46029, "MRR@10": 0.70868, "MRR@100": 0.70877, "MRR@3": 0.70496, "MRR@5": 0.70824, "NDCG@1": 0.25834, "NDCG@10": 0.70185, "NDCG@100": 0.70221, "NDCG@3": 0.69315, "NDCG@5": 0.70062, "P@1": 0.25834, "P@10": 0.09732, "P@100": 0.00975, "P@3": 0.31725, "P@5": 0.19388, "Recall@1": 0.25834, "Recall@10": 0.97319, "Recall@100": 0.97458, "Recall@3": 0.95175, "Recall@5": 0.96942}, "wikifacts-articles": {"MAP@1": 0.56208, "MAP@10": 0.74534, "MAP@100": 0.74708, "MAP@3": 0.71179, "MAP@5": 0.73561, "MRR@1": 0.72172, "MRR@10": 0.8198, "MRR@100": 0.82012, "MRR@3": 0.81311, "MRR@5": 0.81816, "NDCG@1": 0.71326, "NDCG@10": 0.80095, "NDCG@100": 0.80454, "NDCG@3": 0.76436, "NDCG@5": 0.78768, "P@1": 0.7219, "P@10": 0.13376, "P@100": 0.01365, "P@3": 0.37914, "P@5": 0.25146, "Recall@1": 0.56208, "Recall@10": 0.88447, "Recall@100": 0.89562, "Recall@3": 0.79589, "Recall@5": 0.8512}, "wikifacts-para": {"MAP@1": 0.28446, "MAP@10": 0.4285, "MAP@100": 0.43171, "MAP@3": 0.3953, "MAP@5": 0.41682, "MRR@1": 0.4423, "MRR@10": 0.5618, "MRR@100": 0.56274, "MRR@3": 0.54555, "MRR@5": 0.55714, "NDCG@1": 0.43429, "NDCG@10": 0.50447, "NDCG@100": 0.51177, "NDCG@3": 0.46791, "NDCG@5": 0.48704, "P@1": 0.44248, "P@10": 0.10764, "P@100": 0.01138, "P@3": 0.27253, "P@5": 0.19102, "Recall@1": 0.28446, "Recall@10": 0.58108, "Recall@100": 0.60293, "Recall@3": 0.47659, "Recall@5": 0.53423}, "wikifacts-sents": {"MAP@1": 0.09094, "MAP@10": 0.13086, "MAP@100": 0.13196, "MAP@3": 0.12115, "MAP@5": 0.12727, "MRR@1": 0.16115, "MRR@10": 0.21404, "MRR@100": 0.21508, "MRR@3": 0.20299, "MRR@5": 0.21004, "NDCG@1": 0.15048, "NDCG@10": 0.16531, "NDCG@100": 0.16844, "NDCG@3": 0.15398, "NDCG@5": 0.15893, "P@1": 0.15572, "P@10": 0.03863, "P@100": 0.00415, "P@3": 0.09423, "P@5": 0.06688, "Recall@1": 0.09094, "Recall@10": 0.18534, "Recall@100": 0.19479, "Recall@3": 0.14695, "Recall@5": 0.16656}, "wikifacts-window_2": {"MAP@1": 0.08289, "MAP@10": 0.18212, "MAP@100": 0.18524, "MAP@3": 0.15188, "MAP@5": 0.17068, "MRR@1": 0.29417, "MRR@10": 0.38161, "MRR@100": 0.38282, "MRR@3": 0.36466, "MRR@5": 0.37675, "NDCG@1": 0.28625, "NDCG@10": 0.25531, "NDCG@100": 0.25918, "NDCG@3": 0.25683, "NDCG@5": 0.25298, "P@1": 0.29344, "P@10": 0.10355, "P@100": 0.01131, "P@3": 0.22131, "P@5": 0.17056, "Recall@1": 0.08289, "Recall@10": 0.25557, "Recall@100": 0.2716, "Recall@3": 0.17931, "Recall@5": 0.22038}, "wikifacts-window_3": {"MAP@1": 0.06446, "MAP@10": 0.20079, "MAP@100": 0.20794, "MAP@3": 0.15099, "MAP@5": 0.17804, "MRR@1": 0.33697, "MRR@10": 0.42189, "MRR@100": 0.4234, "MRR@3": 0.40174, "MRR@5": 0.41566, "NDCG@1": 0.32815, "NDCG@10": 0.29072, "NDCG@100": 0.29346, "NDCG@3": 0.30134, "NDCG@5": 0.29514, "P@1": 0.33624, "P@10": 0.15976, "P@100": 0.01812, "P@3": 0.29957, "P@5": 0.24259, "Recall@1": 0.06446, "Recall@10": 0.27329, "Recall@100": 0.29982, "Recall@3": 0.16977, "Recall@5": 0.2196}, "wikifacts-window_4": {"MAP@1": 0.05341, "MAP@10": 0.21081, "MAP@100": 0.22243, "MAP@3": 0.13456, "MAP@5": 0.17695, "MRR@1": 0.3693, "MRR@10": 0.45009, "MRR@100": 0.45178, "MRR@3": 0.43106, "MRR@5": 0.44344, "NDCG@1": 0.36249, "NDCG@10": 0.31684, "NDCG@100": 0.31347, "NDCG@3": 0.34238, "NDCG@5": 0.32585, "P@1": 0.37075, "P@10": 0.20945, "P@100": 0.0245, "P@3": 0.34381, "P@5": 0.29817, "Recall@1": 0.05341, "Recall@10": 0.27776, "Recall@100": 0.31236, "Recall@3": 0.14832, "Recall@5": 0.20925}, "wikifacts-window_5": {"MAP@1": 0.04573, "MAP@10": 0.21414, "MAP@100": 0.23115, "MAP@3": 0.11862, "MAP@5": 0.17207, "MRR@1": 0.3942, "MRR@10": 0.4722, "MRR@100": 0.47411, "MRR@3": 0.45361, "MRR@5": 0.46336, "NDCG@1": 0.38649, "NDCG@10": 0.33653, "NDCG@100": 0.32561, "NDCG@3": 0.36946, "NDCG@5": 0.34818, "P@1": 0.39565, "P@10": 0.25345, "P@100": 0.03071, "P@3": 0.37256, "P@5": 0.34335, "Recall@1": 0.04573, "Recall@10": 0.27515, "Recall@100": 0.31823, "Recall@3": 0.12906, "Recall@5": 0.197}, "wikifacts-window_6": {"MAP@1": 0.04117, "MAP@10": 0.21584, "MAP@100": 0.23977, "MAP@3": 0.10847, "MAP@5": 0.16135, "MRR@1": 0.41753, "MRR@10": 0.49364, "MRR@100": 0.49564, "MRR@3": 0.47505, "MRR@5": 0.48478, "NDCG@1": 0.409, "NDCG@10": 0.35745, "NDCG@100": 0.33746, "NDCG@3": 0.39349, "NDCG@5": 0.3752, "P@1": 0.41698, "P@10": 0.28924, "P@100": 0.03644, "P@3": 0.39769, "P@5": 0.37267, "Recall@1": 0.04117, "Recall@10": 0.27021, "Recall@100": 0.32417, "Recall@3": 0.11741, "Recall@5": 0.18207}}}, "source_url": "", "type": "reranker", "verified": true} {"date": "2026-07-18", "hardware": "cuda", "model_id": "sergeyzh/rubert-mini-uncased", "model_name": "rubert-mini-uncased", "notes": "", "organization": "sergeyzh", "runtime_seconds": 3086.2, "scores": {"average": {"MAP@1": 0.24192, "MAP@10": 0.34131, "MAP@100": 0.36623, "MAP@3": 0.30773, "MAP@5": 0.32469, "MRR@1": 0.44013, "MRR@10": 0.52851, "MRR@100": 0.53453, "MRR@3": 0.50824, "MRR@5": 0.5202, "NDCG@1": 0.41601, "NDCG@10": 0.45383, "NDCG@100": 0.48527, "NDCG@3": 0.44332, "NDCG@5": 0.44635, "P@1": 0.42267, "P@10": 0.15612, "P@100": 0.04946, "P@3": 0.27533, "P@5": 0.21726, "Recall@1": 0.24192, "Recall@10": 0.46465, "Recall@100": 0.63646, "Recall@3": 0.36242, "Recall@5": 0.40604}, "datasets": {"legal_search_2004": {"MAP@1": 0.0708, "MAP@10": 0.18194, "MAP@100": 0.25907, "MAP@3": 0.12242, "MAP@5": 0.14577, "MRR@1": 0.49451, "MRR@10": 0.57103, "MRR@100": 0.57491, "MRR@3": 0.55678, "MRR@5": 0.56447, "NDCG@1": 0.49451, "NDCG@10": 0.40979, "NDCG@100": 0.41027, "NDCG@3": 0.46031, "NDCG@5": 0.43924, "P@1": 0.49451, "P@10": 0.31648, "P@100": 0.09934, "P@3": 0.42857, "P@5": 0.38242, "Recall@1": 0.0708, "Recall@10": 0.21801, "Recall@100": 0.45719, "Recall@3": 0.1274, "Recall@5": 0.15879}, "legal_search_2007": {"MAP@1": 0.02876, "MAP@10": 0.10583, "MAP@100": 0.20955, "MAP@3": 0.05718, "MAP@5": 0.07349, "MRR@1": 0.56, "MRR@10": 0.61019, "MRR@100": 0.61623, "MRR@3": 0.6, "MRR@5": 0.604, "NDCG@1": 0.56, "NDCG@10": 0.41315, "NDCG@100": 0.36596, "NDCG@3": 0.51796, "NDCG@5": 0.47434, "P@1": 0.56, "P@10": 0.36, "P@100": 0.136, "P@3": 0.50667, "P@5": 0.444, "Recall@1": 0.02876, "Recall@10": 0.1249, "Recall@100": 0.37836, "Recall@3": 0.06133, "Recall@5": 0.08052}, "ria-news": {"MAP@1": 0.675, "MAP@10": 0.75324, "MAP@100": 0.75607, "MAP@3": 0.73943, "MAP@5": 0.74817, "MRR@1": 0.675, "MRR@10": 0.75324, "MRR@100": 0.75607, "MRR@3": 0.73943, "MRR@5": 0.74817, "NDCG@1": 0.675, "NDCG@10": 0.78712, "NDCG@100": 0.80069, "NDCG@3": 0.75946, "NDCG@5": 0.77505, "P@1": 0.675, "P@10": 0.08915, "P@100": 0.00955, "P@3": 0.27237, "P@5": 0.17092, "Recall@1": 0.675, "Recall@10": 0.8915, "Recall@100": 0.9545, "Recall@3": 0.8171, "Recall@5": 0.8546}, "ru-facts": {"MAP@1": 0.82508, "MAP@10": 0.90655, "MAP@100": 0.90657, "MAP@3": 0.9054, "MAP@5": 0.9062, "MRR@1": 0.8166, "MRR@10": 0.90218, "MRR@100": 0.9022, "MRR@3": 0.90101, "MRR@5": 0.90184, "NDCG@1": 0.82508, "NDCG@10": 0.93057, "NDCG@100": 0.93067, "NDCG@3": 0.92835, "NDCG@5": 0.9298, "P@1": 0.82508, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.33125, "P@5": 0.19946, "Recall@1": 0.82508, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99375, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.382, "MAP@10": 0.55367, "MAP@100": 0.56437, "MAP@3": 0.50662, "MAP@5": 0.53614, "MRR@1": 0.54846, "MRR@10": 0.65786, "MRR@100": 0.66222, "MRR@3": 0.63603, "MRR@5": 0.65042, "NDCG@1": 0.54846, "NDCG@10": 0.63243, "NDCG@100": 0.67035, "NDCG@3": 0.56629, "NDCG@5": 0.60147, "P@1": 0.54846, "P@10": 0.12281, "P@100": 0.01505, "P@3": 0.30674, "P@5": 0.21537, "Recall@1": 0.382, "Recall@10": 0.75861, "Recall@100": 0.91126, "Recall@3": 0.59499, "Recall@5": 0.67765}, "rus-arguana": {"MAP@1": 0.17781, "MAP@10": 0.31568, "MAP@100": 0.32859, "MAP@3": 0.26766, "MAP@5": 0.2912, "MRR@1": 0.17781, "MRR@10": 0.31568, "MRR@100": 0.32859, "MRR@3": 0.26766, "MRR@5": 0.2912, "NDCG@1": 0.17781, "NDCG@10": 0.40031, "NDCG@100": 0.459, "NDCG@3": 0.29853, "NDCG@5": 0.34098, "P@1": 0.17781, "P@10": 0.0675, "P@100": 0.0094, "P@3": 0.12945, "P@5": 0.09829, "Recall@1": 0.17781, "Recall@10": 0.67496, "Recall@100": 0.93954, "Recall@3": 0.38834, "Recall@5": 0.49147}, "rus-cqadupstack": {"MAP@1": 0.14919, "MAP@10": 0.20391, "MAP@100": 0.21218, "MAP@3": 0.18626, "MAP@5": 0.19621, "MRR@1": 0.17771, "MRR@10": 0.23386, "MRR@100": 0.24118, "MRR@3": 0.216, "MRR@5": 0.22615, "NDCG@1": 0.17771, "NDCG@10": 0.23921, "NDCG@100": 0.27995, "NDCG@3": 0.20713, "NDCG@5": 0.22239, "P@1": 0.17771, "P@10": 0.04234, "P@100": 0.00743, "P@3": 0.09565, "P@5": 0.06906, "Recall@1": 0.14919, "Recall@10": 0.31592, "Recall@100": 0.50076, "Recall@3": 0.22616, "Recall@5": 0.26513}, "rus-fiqa": {"MAP@1": 0.12858, "MAP@10": 0.19698, "MAP@100": 0.21082, "MAP@3": 0.17632, "MAP@5": 0.18578, "MRR@1": 0.234, "MRR@10": 0.31123, "MRR@100": 0.31982, "MRR@3": 0.29133, "MRR@5": 0.30353, "NDCG@1": 0.234, "NDCG@10": 0.25206, "NDCG@100": 0.31275, "NDCG@3": 0.22912, "NDCG@5": 0.23422, "P@1": 0.234, "P@10": 0.0672, "P@100": 0.01284, "P@3": 0.14333, "P@5": 0.1056, "Recall@1": 0.12858, "Recall@10": 0.29783, "Recall@100": 0.53971, "Recall@3": 0.21621, "Recall@5": 0.24606}, "rus-nfcorpus": {"MAP@1": 0.04241, "MAP@10": 0.08304, "MAP@100": 0.10584, "MAP@3": 0.06292, "MAP@5": 0.07211, "MRR@1": 0.36842, "MRR@10": 0.45125, "MRR@100": 0.45742, "MRR@3": 0.43395, "MRR@5": 0.44262, "NDCG@1": 0.35449, "NDCG@10": 0.25211, "NDCG@100": 0.23429, "NDCG@3": 0.30134, "NDCG@5": 0.27806, "P@1": 0.36842, "P@10": 0.18638, "P@100": 0.06226, "P@3": 0.2807, "P@5": 0.23839, "Recall@1": 0.04241, "Recall@10": 0.11425, "Recall@100": 0.24365, "Recall@3": 0.07088, "Recall@5": 0.08676}, "rus-quora": {"MAP@1": 0.4764, "MAP@10": 0.60371, "MAP@100": 0.6139, "MAP@3": 0.56995, "MAP@5": 0.58972, "MRR@1": 0.5484, "MRR@10": 0.6408, "MRR@100": 0.6463, "MRR@3": 0.61843, "MRR@5": 0.63226, "NDCG@1": 0.5484, "NDCG@10": 0.65908, "NDCG@100": 0.69553, "NDCG@3": 0.60905, "NDCG@5": 0.63419, "P@1": 0.5484, "P@10": 0.10518, "P@100": 0.01354, "P@3": 0.26867, "P@5": 0.18356, "Recall@1": 0.4764, "Recall@10": 0.78336, "Recall@100": 0.93202, "Recall@3": 0.64716, "Recall@5": 0.71133}, "rus-scidocs": {"MAP@1": 0.02783, "MAP@10": 0.06707, "MAP@100": 0.07981, "MAP@3": 0.05075, "MAP@5": 0.05823, "MRR@1": 0.137, "MRR@10": 0.21429, "MRR@100": 0.22622, "MRR@3": 0.188, "MRR@5": 0.19995, "NDCG@1": 0.137, "NDCG@10": 0.11911, "NDCG@100": 0.17814, "NDCG@3": 0.11509, "NDCG@5": 0.09755, "P@1": 0.137, "P@10": 0.0618, "P@100": 0.01474, "P@3": 0.10867, "P@5": 0.0848, "Recall@1": 0.02783, "Recall@10": 0.12517, "Recall@100": 0.29942, "Recall@3": 0.06613, "Recall@5": 0.08588}, "rus-scifact": {"MAP@1": 0.40028, "MAP@10": 0.49116, "MAP@100": 0.49964, "MAP@3": 0.47374, "MAP@5": 0.48229, "MRR@1": 0.42667, "MRR@10": 0.50809, "MRR@100": 0.5149, "MRR@3": 0.49389, "MRR@5": 0.50172, "NDCG@1": 0.42667, "NDCG@10": 0.53118, "NDCG@100": 0.56905, "NDCG@3": 0.50073, "NDCG@5": 0.51366, "P@1": 0.42667, "P@10": 0.07167, "P@100": 0.0092, "P@3": 0.20222, "P@5": 0.13, "Recall@1": 0.40028, "Recall@10": 0.63494, "Recall@100": 0.80733, "Recall@3": 0.55289, "Recall@5": 0.58522}, "rus-touche": {"MAP@1": 0.0283, "MAP@10": 0.10787, "MAP@100": 0.16012, "MAP@3": 0.05988, "MAP@5": 0.08299, "MRR@1": 0.40816, "MRR@10": 0.57925, "MRR@100": 0.5841, "MRR@3": 0.54082, "MRR@5": 0.57245, "NDCG@1": 0.36735, "NDCG@10": 0.27659, "NDCG@100": 0.36702, "NDCG@3": 0.33228, "NDCG@5": 0.31458, "P@1": 0.40816, "P@10": 0.24286, "P@100": 0.07306, "P@3": 0.35374, "P@5": 0.32245, "Recall@1": 0.0283, "Recall@10": 0.16865, "Recall@100": 0.44025, "Recall@3": 0.07404, "Recall@5": 0.11605}, "rus-trec-covid": {"MAP@1": 0.0023, "MAP@10": 0.01759, "MAP@100": 0.09916, "MAP@3": 0.00597, "MAP@5": 0.00947, "MRR@1": 0.88, "MRR@10": 0.935, "MRR@100": 0.935, "MRR@3": 0.93, "MRR@5": 0.935, "NDCG@1": 0.82, "NDCG@10": 0.72554, "NDCG@100": 0.55019, "NDCG@3": 0.77358, "NDCG@5": 0.74575, "P@1": 0.88, "P@10": 0.782, "P@100": 0.5696, "P@3": 0.83333, "P@5": 0.804, "Recall@1": 0.0023, "Recall@10": 0.01992, "Recall@100": 0.13196, "Recall@3": 0.00628, "Recall@5": 0.01025}, "rus-tydiqa": {"MAP@1": 0.31483, "MAP@10": 0.4583, "MAP@100": 0.46749, "MAP@3": 0.42145, "MAP@5": 0.4423, "MRR@1": 0.34768, "MRR@10": 0.48234, "MRR@100": 0.49025, "MRR@3": 0.45138, "MRR@5": 0.46954, "NDCG@1": 0.34423, "NDCG@10": 0.5307, "NDCG@100": 0.5722, "NDCG@3": 0.46112, "NDCG@5": 0.49555, "P@1": 0.34423, "P@10": 0.08287, "P@100": 0.01052, "P@3": 0.20252, "P@5": 0.14114, "Recall@1": 0.31483, "Recall@10": 0.72834, "Recall@100": 0.91437, "Recall@3": 0.54604, "Recall@5": 0.6255}, "rus-xquad": {"MAP@1": 0.86471, "MAP@10": 0.91068, "MAP@100": 0.91111, "MAP@3": 0.90252, "MAP@5": 0.90803, "MRR@1": 0.86471, "MRR@10": 0.91068, "MRR@100": 0.91111, "MRR@3": 0.90252, "MRR@5": 0.90803, "NDCG@1": 0.86471, "NDCG@10": 0.93017, "NDCG@100": 0.93217, "NDCG@3": 0.91402, "NDCG@5": 0.924, "P@1": 0.86471, "P@10": 0.09899, "P@100": 0.00999, "P@3": 0.31569, "P@5": 0.19429, "Recall@1": 0.86471, "Recall@10": 0.98992, "Recall@100": 0.99916, "Recall@3": 0.94706, "Recall@5": 0.97143}, "rus-xquad-sentences": {"MAP@1": 0.75588, "MAP@10": 0.82602, "MAP@100": 0.82772, "MAP@3": 0.81345, "MAP@5": 0.82197, "MRR@1": 0.7563, "MRR@10": 0.82633, "MRR@100": 0.82804, "MRR@3": 0.81387, "MRR@5": 0.82239, "NDCG@1": 0.7563, "NDCG@10": 0.8565, "NDCG@100": 0.86465, "NDCG@3": 0.83202, "NDCG@5": 0.84714, "P@1": 0.7563, "P@10": 0.09504, "P@100": 0.00988, "P@3": 0.29524, "P@5": 0.18437, "Recall@1": 0.75588, "Recall@10": 0.94958, "Recall@100": 0.98739, "Recall@3": 0.88529, "Recall@5": 0.92143}, "ruscibench-retrieval": {"MAP@1": 0.20341, "MAP@10": 0.34705, "MAP@100": 0.3869, "MAP@3": 0.27807, "MAP@5": 0.31171, "MRR@1": 0.55362, "MRR@10": 0.66383, "MRR@100": 0.66888, "MRR@3": 0.64203, "MRR@5": 0.6558, "NDCG@1": 0.55362, "NDCG@10": 0.46493, "NDCG@100": 0.56931, "NDCG@3": 0.4675, "NDCG@5": 0.44592, "P@1": 0.55362, "P@10": 0.19043, "P@100": 0.03441, "P@3": 0.35845, "P@5": 0.28, "Recall@1": 0.20341, "Recall@10": 0.48335, "Recall@100": 0.78214, "Recall@3": 0.31271, "Recall@5": 0.38453}, "sberquad-retrieval": {"MAP@1": 0.18149, "MAP@10": 0.46934, "MAP@100": 0.47363, "MAP@3": 0.44731, "MAP@5": 0.46168, "MRR@1": 0.65707, "MRR@10": 0.72012, "MRR@100": 0.72421, "MRR@3": 0.70456, "MRR@5": 0.7134, "NDCG@1": 0.18149, "NDCG@10": 0.5661, "NDCG@100": 0.58719, "NDCG@3": 0.52196, "NDCG@5": 0.54762, "P@1": 0.18149, "P@10": 0.08531, "P@100": 0.00952, "P@3": 0.24477, "P@5": 0.15921, "Recall@1": 0.18149, "Recall@10": 0.85306, "Recall@100": 0.95214, "Recall@3": 0.73431, "Recall@5": 0.79607}, "wikifacts-articles": {"MAP@1": 0.33202, "MAP@10": 0.47377, "MAP@100": 0.48615, "MAP@3": 0.43447, "MAP@5": 0.45785, "MRR@1": 0.45, "MRR@10": 0.55866, "MRR@100": 0.5657, "MRR@3": 0.53738, "MRR@5": 0.54985, "NDCG@1": 0.44069, "NDCG@10": 0.5434, "NDCG@100": 0.59119, "NDCG@3": 0.48323, "NDCG@5": 0.51342, "P@1": 0.45073, "P@10": 0.10168, "P@100": 0.01351, "P@3": 0.24988, "P@5": 0.17482, "Recall@1": 0.33202, "Recall@10": 0.66832, "Recall@100": 0.86997, "Recall@3": 0.51651, "Recall@5": 0.58675}, "wikifacts-para": {"MAP@1": 0.1644, "MAP@10": 0.26399, "MAP@100": 0.27807, "MAP@3": 0.23107, "MAP@5": 0.24912, "MRR@1": 0.26542, "MRR@10": 0.36792, "MRR@100": 0.37643, "MRR@3": 0.3418, "MRR@5": 0.35704, "NDCG@1": 0.25787, "NDCG@10": 0.33254, "NDCG@100": 0.38902, "NDCG@3": 0.28261, "NDCG@5": 0.30424, "P@1": 0.26597, "P@10": 0.07962, "P@100": 0.01292, "P@3": 0.17056, "P@5": 0.12671, "Recall@1": 0.1644, "Recall@10": 0.42499, "Recall@100": 0.64916, "Recall@3": 0.29066, "Recall@5": 0.34846}, "wikifacts-sents": {"MAP@1": 0.0791, "MAP@10": 0.12608, "MAP@100": 0.13254, "MAP@3": 0.11222, "MAP@5": 0.12044, "MRR@1": 0.13221, "MRR@10": 0.20139, "MRR@100": 0.20773, "MRR@3": 0.18545, "MRR@5": 0.19444, "NDCG@1": 0.12787, "NDCG@10": 0.16609, "NDCG@100": 0.19779, "NDCG@3": 0.14547, "NDCG@5": 0.15443, "P@1": 0.13221, "P@10": 0.04211, "P@100": 0.00742, "P@3": 0.09164, "P@5": 0.06761, "Recall@1": 0.0791, "Recall@10": 0.20417, "Recall@100": 0.3269, "Recall@3": 0.14437, "Recall@5": 0.17145}, "wikifacts-window_2": {"MAP@1": 0.06665, "MAP@10": 0.15373, "MAP@100": 0.16899, "MAP@3": 0.12123, "MAP@5": 0.13932, "MRR@1": 0.24536, "MRR@10": 0.33965, "MRR@100": 0.34705, "MRR@3": 0.31509, "MRR@5": 0.32969, "NDCG@1": 0.23142, "NDCG@10": 0.22831, "NDCG@100": 0.28061, "NDCG@3": 0.21327, "NDCG@5": 0.21526, "P@1": 0.23898, "P@10": 0.09982, "P@100": 0.01851, "P@3": 0.18695, "P@5": 0.14958, "Recall@1": 0.06665, "Recall@10": 0.24525, "Recall@100": 0.41279, "Recall@3": 0.14977, "Recall@5": 0.19273}, "wikifacts-window_3": {"MAP@1": 0.05114, "MAP@10": 0.15613, "MAP@100": 0.18108, "MAP@3": 0.1109, "MAP@5": 0.13395, "MRR@1": 0.27405, "MRR@10": 0.36422, "MRR@100": 0.37198, "MRR@3": 0.3387, "MRR@5": 0.35425, "NDCG@1": 0.26468, "NDCG@10": 0.24235, "NDCG@100": 0.30827, "NDCG@3": 0.23578, "NDCG@5": 0.23547, "P@1": 0.2726, "P@10": 0.13992, "P@100": 0.02857, "P@3": 0.23404, "P@5": 0.19607, "Recall@1": 0.05114, "Recall@10": 0.23744, "Recall@100": 0.43525, "Recall@3": 0.12978, "Recall@5": 0.17533}, "wikifacts-window_4": {"MAP@1": 0.04008, "MAP@10": 0.15227, "MAP@100": 0.18624, "MAP@3": 0.09609, "MAP@5": 0.12376, "MRR@1": 0.28374, "MRR@10": 0.37529, "MRR@100": 0.38352, "MRR@3": 0.35132, "MRR@5": 0.3647, "NDCG@1": 0.27702, "NDCG@10": 0.24871, "NDCG@100": 0.32136, "NDCG@3": 0.26042, "NDCG@5": 0.24643, "P@1": 0.28574, "P@10": 0.17034, "P@100": 0.03769, "P@3": 0.26285, "P@5": 0.22688, "Recall@1": 0.04008, "Recall@10": 0.22385, "Recall@100": 0.44085, "Recall@3": 0.11089, "Recall@5": 0.15565}, "wikifacts-window_5": {"MAP@1": 0.03361, "MAP@10": 0.14642, "MAP@100": 0.18915, "MAP@3": 0.0821, "MAP@5": 0.11317, "MRR@1": 0.29483, "MRR@10": 0.38323, "MRR@100": 0.3916, "MRR@3": 0.3583, "MRR@5": 0.37222, "NDCG@1": 0.28658, "NDCG@10": 0.25311, "NDCG@100": 0.32862, "NDCG@3": 0.27033, "NDCG@5": 0.25228, "P@1": 0.2961, "P@10": 0.1963, "P@100": 0.0465, "P@3": 0.27404, "P@5": 0.24939, "Recall@1": 0.03361, "Recall@10": 0.20964, "Recall@100": 0.43962, "Recall@3": 0.09301, "Recall@5": 0.13927}, "wikifacts-window_6": {"MAP@1": 0.02987, "MAP@10": 0.14332, "MAP@100": 0.19349, "MAP@3": 0.07321, "MAP@5": 0.10552, "MRR@1": 0.30575, "MRR@10": 0.39206, "MRR@100": 0.40073, "MRR@3": 0.36672, "MRR@5": 0.38025, "NDCG@1": 0.2994, "NDCG@10": 0.26228, "NDCG@100": 0.33616, "NDCG@3": 0.28274, "NDCG@5": 0.26849, "P@1": 0.30829, "P@10": 0.21746, "P@100": 0.05401, "P@3": 0.28591, "P@5": 0.26761, "Recall@1": 0.02987, "Recall@10": 0.19995, "Recall@100": 0.43884, "Recall@3": 0.0824, "Recall@5": 0.12747}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-20", "hardware": "cuda", "model_id": "sergeyzh/BERTA", "model_name": "BERTA", "notes": "", "organization": "sergeyzh", "runtime_seconds": 36898.35, "scores": {"average": {"MAP@1": 0.26565, "MAP@10": 0.37727, "MAP@100": 0.40576, "MAP@3": 0.33851, "MAP@5": 0.35832, "MRR@1": 0.48375, "MRR@10": 0.57218, "MRR@100": 0.57761, "MRR@3": 0.55154, "MRR@5": 0.56373, "NDCG@1": 0.45954, "NDCG@10": 0.4982, "NDCG@100": 0.5289, "NDCG@3": 0.48539, "NDCG@5": 0.48988, "P@1": 0.46554, "P@10": 0.17295, "P@100": 0.05429, "P@3": 0.30073, "P@5": 0.23918, "Recall@1": 0.26565, "Recall@10": 0.50575, "Recall@100": 0.67496, "Recall@3": 0.39493, "Recall@5": 0.44367}, "datasets": {"legal_search_2004": {"MAP@1": 0.06231, "MAP@10": 0.18077, "MAP@100": 0.27647, "MAP@3": 0.11999, "MAP@5": 0.143, "MRR@1": 0.56044, "MRR@10": 0.61404, "MRR@100": 0.61766, "MRR@3": 0.5989, "MRR@5": 0.60769, "NDCG@1": 0.56044, "NDCG@10": 0.42568, "NDCG@100": 0.43462, "NDCG@3": 0.48889, "NDCG@5": 0.46044, "P@1": 0.56044, "P@10": 0.32747, "P@100": 0.10802, "P@3": 0.45055, "P@5": 0.3978, "Recall@1": 0.06231, "Recall@10": 0.23046, "Recall@100": 0.48649, "Recall@3": 0.13126, "Recall@5": 0.1644}, "legal_search_2007": {"MAP@1": 0.02887, "MAP@10": 0.11797, "MAP@100": 0.23569, "MAP@3": 0.05713, "MAP@5": 0.07935, "MRR@1": 0.54, "MRR@10": 0.61269, "MRR@100": 0.6157, "MRR@3": 0.59333, "MRR@5": 0.59733, "NDCG@1": 0.54, "NDCG@10": 0.45674, "NDCG@100": 0.38844, "NDCG@3": 0.50757, "NDCG@5": 0.49288, "P@1": 0.54, "P@10": 0.418, "P@100": 0.1468, "P@3": 0.49333, "P@5": 0.472, "Recall@1": 0.02887, "Recall@10": 0.13891, "Recall@100": 0.39525, "Recall@3": 0.06312, "Recall@5": 0.08986}, "ria-news": {"MAP@1": 0.71, "MAP@10": 0.78435, "MAP@100": 0.78656, "MAP@3": 0.77243, "MAP@5": 0.77989, "MRR@1": 0.71, "MRR@10": 0.78435, "MRR@100": 0.78656, "MRR@3": 0.77243, "MRR@5": 0.77989, "NDCG@1": 0.71, "NDCG@10": 0.81594, "NDCG@100": 0.82659, "NDCG@3": 0.79186, "NDCG@5": 0.80521, "P@1": 0.71, "P@10": 0.0913, "P@100": 0.00963, "P@3": 0.2826, "P@5": 0.176, "Recall@1": 0.71, "Recall@10": 0.913, "Recall@100": 0.9625, "Recall@3": 0.8478, "Recall@5": 0.88}, "ru-facts": {"MAP@1": 0.82776, "MAP@10": 0.90851, "MAP@100": 0.90851, "MAP@3": 0.90741, "MAP@5": 0.90823, "MRR@1": 0.81972, "MRR@10": 0.90434, "MRR@100": 0.90434, "MRR@3": 0.90324, "MRR@5": 0.90407, "NDCG@1": 0.82776, "NDCG@10": 0.93216, "NDCG@100": 0.93216, "NDCG@3": 0.93007, "NDCG@5": 0.93155, "P@1": 0.82776, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33155, "P@5": 0.19964, "Recall@1": 0.82776, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99465, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.44674, "MAP@10": 0.63275, "MAP@100": 0.64267, "MAP@3": 0.58221, "MAP@5": 0.61346, "MRR@1": 0.63298, "MRR@10": 0.72921, "MRR@100": 0.73233, "MRR@3": 0.70922, "MRR@5": 0.72246, "NDCG@1": 0.63298, "NDCG@10": 0.7068, "NDCG@100": 0.73852, "NDCG@3": 0.63892, "NDCG@5": 0.67413, "P@1": 0.63298, "P@10": 0.1344, "P@100": 0.0158, "P@3": 0.33944, "P@5": 0.23617, "Recall@1": 0.44674, "Recall@10": 0.82669, "Recall@100": 0.95027, "Recall@3": 0.65928, "Recall@5": 0.74168}, "rus-arguana": {"MAP@1": 0.19701, "MAP@10": 0.3526, "MAP@100": 0.36372, "MAP@3": 0.29919, "MAP@5": 0.32871, "MRR@1": 0.19701, "MRR@10": 0.35259, "MRR@100": 0.36371, "MRR@3": 0.29919, "MRR@5": 0.32871, "NDCG@1": 0.19701, "NDCG@10": 0.44629, "NDCG@100": 0.49565, "NDCG@3": 0.33453, "NDCG@5": 0.38809, "P@1": 0.19701, "P@10": 0.07489, "P@100": 0.00969, "P@3": 0.1458, "P@5": 0.11366, "Recall@1": 0.19701, "Recall@10": 0.74893, "Recall@100": 0.96942, "Recall@3": 0.43741, "Recall@5": 0.56828}, "rus-cqadupstack": {"MAP@1": 0.19234, "MAP@10": 0.26003, "MAP@100": 0.26989, "MAP@3": 0.23893, "MAP@5": 0.25084, "MRR@1": 0.22975, "MRR@10": 0.29622, "MRR@100": 0.30407, "MRR@3": 0.27606, "MRR@5": 0.28767, "NDCG@1": 0.22975, "NDCG@10": 0.30185, "NDCG@100": 0.3476, "NDCG@3": 0.26492, "NDCG@5": 0.28249, "P@1": 0.22975, "P@10": 0.05309, "P@100": 0.00894, "P@3": 0.12233, "P@5": 0.08767, "Recall@1": 0.19234, "Recall@10": 0.39078, "Recall@100": 0.5957, "Recall@3": 0.28755, "Recall@5": 0.33255}, "rus-fiqa": {"MAP@1": 0.17273, "MAP@10": 0.2555, "MAP@100": 0.27112, "MAP@3": 0.22428, "MAP@5": 0.24139, "MRR@1": 0.314, "MRR@10": 0.38828, "MRR@100": 0.39635, "MRR@3": 0.36533, "MRR@5": 0.37613, "NDCG@1": 0.314, "NDCG@10": 0.32049, "NDCG@100": 0.38075, "NDCG@3": 0.2874, "NDCG@5": 0.29562, "P@1": 0.314, "P@10": 0.0834, "P@100": 0.01474, "P@3": 0.17667, "P@5": 0.1316, "Recall@1": 0.17273, "Recall@10": 0.38264, "Recall@100": 0.60903, "Recall@3": 0.26116, "Recall@5": 0.30564}, "rus-nfcorpus": {"MAP@1": 0.05054, "MAP@10": 0.10582, "MAP@100": 0.12949, "MAP@3": 0.08024, "MAP@5": 0.0907, "MRR@1": 0.39938, "MRR@10": 0.48422, "MRR@100": 0.49117, "MRR@3": 0.46646, "MRR@5": 0.47513, "NDCG@1": 0.3839, "NDCG@10": 0.29196, "NDCG@100": 0.26399, "NDCG@3": 0.34744, "NDCG@5": 0.32174, "P@1": 0.39938, "P@10": 0.21053, "P@100": 0.06489, "P@3": 0.32508, "P@5": 0.2743, "Recall@1": 0.05054, "Recall@10": 0.1431, "Recall@100": 0.26273, "Recall@3": 0.0905, "Recall@5": 0.10742}, "rus-quora": {"MAP@1": 0.60798, "MAP@10": 0.74653, "MAP@100": 0.75407, "MAP@3": 0.71509, "MAP@5": 0.73475, "MRR@1": 0.7002, "MRR@10": 0.78116, "MRR@100": 0.78377, "MRR@3": 0.76637, "MRR@5": 0.7758, "NDCG@1": 0.7002, "NDCG@10": 0.79347, "NDCG@100": 0.8152, "NDCG@3": 0.75589, "NDCG@5": 0.77587, "P@1": 0.7002, "P@10": 0.12222, "P@100": 0.01435, "P@3": 0.33333, "P@5": 0.22248, "Recall@1": 0.60798, "Recall@10": 0.89176, "Recall@100": 0.97538, "Recall@3": 0.78673, "Recall@5": 0.83991}, "rus-scidocs": {"MAP@1": 0.03218, "MAP@10": 0.07702, "MAP@100": 0.09181, "MAP@3": 0.05701, "MAP@5": 0.06761, "MRR@1": 0.158, "MRR@10": 0.24206, "MRR@100": 0.2538, "MRR@3": 0.21467, "MRR@5": 0.23057, "NDCG@1": 0.158, "NDCG@10": 0.13449, "NDCG@100": 0.19814, "NDCG@3": 0.12973, "NDCG@5": 0.11338, "P@1": 0.158, "P@10": 0.0691, "P@100": 0.01603, "P@3": 0.12133, "P@5": 0.0994, "Recall@1": 0.03218, "Recall@10": 0.14003, "Recall@100": 0.32623, "Recall@3": 0.07378, "Recall@5": 0.10078}, "rus-scifact": {"MAP@1": 0.44944, "MAP@10": 0.55121, "MAP@100": 0.55863, "MAP@3": 0.52435, "MAP@5": 0.54377, "MRR@1": 0.47333, "MRR@10": 0.56459, "MRR@100": 0.5709, "MRR@3": 0.54444, "MRR@5": 0.56044, "NDCG@1": 0.47333, "NDCG@10": 0.59632, "NDCG@100": 0.62931, "NDCG@3": 0.55218, "NDCG@5": 0.58211, "P@1": 0.47333, "P@10": 0.081, "P@100": 0.0099, "P@3": 0.22, "P@5": 0.15067, "Recall@1": 0.44944, "Recall@10": 0.71922, "Recall@100": 0.866, "Recall@3": 0.60478, "Recall@5": 0.67783}, "rus-touche": {"MAP@1": 0.02953, "MAP@10": 0.10845, "MAP@100": 0.16501, "MAP@3": 0.06324, "MAP@5": 0.07956, "MRR@1": 0.40816, "MRR@10": 0.57625, "MRR@100": 0.58238, "MRR@3": 0.54082, "MRR@5": 0.56939, "NDCG@1": 0.35714, "NDCG@10": 0.2759, "NDCG@100": 0.37829, "NDCG@3": 0.35083, "NDCG@5": 0.30972, "P@1": 0.40816, "P@10": 0.23673, "P@100": 0.0751, "P@3": 0.36735, "P@5": 0.30612, "Recall@1": 0.02953, "Recall@10": 0.17134, "Recall@100": 0.45829, "Recall@3": 0.07598, "Recall@5": 0.10743}, "rus-trec-covid": {"MAP@1": 0.0024, "MAP@10": 0.02051, "MAP@100": 0.11848, "MAP@3": 0.0066, "MAP@5": 0.01084, "MRR@1": 0.94, "MRR@10": 0.96667, "MRR@100": 0.96667, "MRR@3": 0.96667, "MRR@5": 0.96667, "NDCG@1": 0.91, "NDCG@10": 0.80194, "NDCG@100": 0.61363, "NDCG@3": 0.84212, "NDCG@5": 0.8246, "P@1": 0.94, "P@10": 0.854, "P@100": 0.6314, "P@3": 0.88, "P@5": 0.872, "Recall@1": 0.0024, "Recall@10": 0.02223, "Recall@100": 0.14951, "Recall@3": 0.00689, "Recall@5": 0.0115}, "rus-tydiqa": {"MAP@1": 0.37192, "MAP@10": 0.52224, "MAP@100": 0.53085, "MAP@3": 0.48776, "MAP@5": 0.51078, "MRR@1": 0.39759, "MRR@10": 0.54296, "MRR@100": 0.54996, "MRR@3": 0.51649, "MRR@5": 0.53414, "NDCG@1": 0.40189, "NDCG@10": 0.59154, "NDCG@100": 0.62868, "NDCG@3": 0.529, "NDCG@5": 0.56643, "P@1": 0.40189, "P@10": 0.08838, "P@100": 0.01085, "P@3": 0.2292, "P@5": 0.15852, "Recall@1": 0.37192, "Recall@10": 0.77697, "Recall@100": 0.94033, "Recall@3": 0.61833, "Recall@5": 0.70367}, "rus-xquad": {"MAP@1": 0.90084, "MAP@10": 0.93578, "MAP@100": 0.93624, "MAP@3": 0.93123, "MAP@5": 0.93459, "MRR@1": 0.90084, "MRR@10": 0.93578, "MRR@100": 0.93624, "MRR@3": 0.93123, "MRR@5": 0.93459, "NDCG@1": 0.90084, "NDCG@10": 0.94907, "NDCG@100": 0.95114, "NDCG@3": 0.94032, "NDCG@5": 0.94629, "P@1": 0.90084, "P@10": 0.09891, "P@100": 0.00998, "P@3": 0.32213, "P@5": 0.19613, "Recall@1": 0.90084, "Recall@10": 0.98908, "Recall@100": 0.99832, "Recall@3": 0.96639, "Recall@5": 0.98067}, "rus-xquad-sentences": {"MAP@1": 0.77017, "MAP@10": 0.84214, "MAP@100": 0.84354, "MAP@3": 0.83011, "MAP@5": 0.83793, "MRR@1": 0.77059, "MRR@10": 0.84246, "MRR@100": 0.84385, "MRR@3": 0.83053, "MRR@5": 0.83835, "NDCG@1": 0.77059, "NDCG@10": 0.87258, "NDCG@100": 0.87903, "NDCG@3": 0.84877, "NDCG@5": 0.86256, "P@1": 0.77059, "P@10": 0.09664, "P@100": 0.00996, "P@3": 0.30084, "P@5": 0.18706, "Recall@1": 0.77017, "Recall@10": 0.96555, "Recall@100": 0.99496, "Recall@3": 0.9021, "Recall@5": 0.93487}, "ruscibench-retrieval": {"MAP@1": 0.24253, "MAP@10": 0.42719, "MAP@100": 0.4709, "MAP@3": 0.33828, "MAP@5": 0.38174, "MRR@1": 0.68116, "MRR@10": 0.76172, "MRR@100": 0.76416, "MRR@3": 0.74203, "MRR@5": 0.75203, "NDCG@1": 0.68116, "NDCG@10": 0.55034, "NDCG@100": 0.65336, "NDCG@3": 0.55126, "NDCG@5": 0.52784, "P@1": 0.68116, "P@10": 0.22667, "P@100": 0.038, "P@3": 0.42029, "P@5": 0.33333, "Recall@1": 0.24253, "Recall@10": 0.56414, "Recall@100": 0.85392, "Recall@3": 0.36826, "Recall@5": 0.4449}, "sberquad-retrieval": {"MAP@1": 0.1946, "MAP@10": 0.49573, "MAP@100": 0.49932, "MAP@3": 0.47478, "MAP@5": 0.48888, "MRR@1": 0.70294, "MRR@10": 0.76167, "MRR@100": 0.7651, "MRR@3": 0.74666, "MRR@5": 0.75612, "NDCG@1": 0.1946, "NDCG@10": 0.59406, "NDCG@100": 0.61181, "NDCG@3": 0.5525, "NDCG@5": 0.57771, "P@1": 0.1946, "P@10": 0.0884, "P@100": 0.00968, "P@3": 0.25774, "P@5": 0.1668, "Recall@1": 0.1946, "Recall@10": 0.88403, "Recall@100": 0.96763, "Recall@3": 0.77323, "Recall@5": 0.834}, "wikifacts-articles": {"MAP@1": 0.35778, "MAP@10": 0.5186, "MAP@100": 0.52899, "MAP@3": 0.47647, "MAP@5": 0.50207, "MRR@1": 0.4865, "MRR@10": 0.60182, "MRR@100": 0.60702, "MRR@3": 0.58069, "MRR@5": 0.59403, "NDCG@1": 0.47591, "NDCG@10": 0.58982, "NDCG@100": 0.62948, "NDCG@3": 0.52775, "NDCG@5": 0.56048, "P@1": 0.48668, "P@10": 0.1102, "P@100": 0.01385, "P@3": 0.27488, "P@5": 0.19223, "Recall@1": 0.35778, "Recall@10": 0.72171, "Recall@100": 0.88863, "Recall@3": 0.56664, "Recall@5": 0.64213}, "wikifacts-para": {"MAP@1": 0.18488, "MAP@10": 0.29997, "MAP@100": 0.31512, "MAP@3": 0.26148, "MAP@5": 0.28238, "MRR@1": 0.29763, "MRR@10": 0.40862, "MRR@100": 0.41636, "MRR@3": 0.38012, "MRR@5": 0.39696, "NDCG@1": 0.2898, "NDCG@10": 0.37478, "NDCG@100": 0.43102, "NDCG@3": 0.31745, "NDCG@5": 0.34234, "P@1": 0.29799, "P@10": 0.08988, "P@100": 0.01402, "P@3": 0.1902, "P@5": 0.14187, "Recall@1": 0.18488, "Recall@10": 0.48035, "Recall@100": 0.69942, "Recall@3": 0.32785, "Recall@5": 0.39378}, "wikifacts-sents": {"MAP@1": 0.08751, "MAP@10": 0.14412, "MAP@100": 0.15197, "MAP@3": 0.12622, "MAP@5": 0.136, "MRR@1": 0.14632, "MRR@10": 0.22599, "MRR@100": 0.2328, "MRR@3": 0.20664, "MRR@5": 0.2174, "NDCG@1": 0.14207, "NDCG@10": 0.19118, "NDCG@100": 0.22679, "NDCG@3": 0.16338, "NDCG@5": 0.17477, "P@1": 0.1465, "P@10": 0.04972, "P@100": 0.00867, "P@3": 0.10442, "P@5": 0.07763, "Recall@1": 0.08751, "Recall@10": 0.24109, "Recall@100": 0.37572, "Recall@3": 0.16322, "Recall@5": 0.19645}, "wikifacts-window_2": {"MAP@1": 0.07563, "MAP@10": 0.18377, "MAP@100": 0.20192, "MAP@3": 0.14128, "MAP@5": 0.16426, "MRR@1": 0.27705, "MRR@10": 0.38159, "MRR@100": 0.38868, "MRR@3": 0.35458, "MRR@5": 0.37077, "NDCG@1": 0.26539, "NDCG@10": 0.26908, "NDCG@100": 0.32691, "NDCG@3": 0.2478, "NDCG@5": 0.25155, "P@1": 0.2725, "P@10": 0.11964, "P@100": 0.02166, "P@3": 0.21743, "P@5": 0.1761, "Recall@1": 0.07563, "Recall@10": 0.29309, "Recall@100": 0.47654, "Recall@3": 0.17453, "Recall@5": 0.22695}, "wikifacts-window_3": {"MAP@1": 0.05788, "MAP@10": 0.18761, "MAP@100": 0.21837, "MAP@3": 0.13109, "MAP@5": 0.15939, "MRR@1": 0.30824, "MRR@10": 0.40715, "MRR@100": 0.41474, "MRR@3": 0.38071, "MRR@5": 0.39564, "NDCG@1": 0.30033, "NDCG@10": 0.28401, "NDCG@100": 0.35804, "NDCG@3": 0.27416, "NDCG@5": 0.27461, "P@1": 0.30787, "P@10": 0.16523, "P@100": 0.03313, "P@3": 0.27278, "P@5": 0.22957, "Recall@1": 0.05788, "Recall@10": 0.28055, "Recall@100": 0.49995, "Recall@3": 0.15254, "Recall@5": 0.20522}, "wikifacts-window_4": {"MAP@1": 0.04603, "MAP@10": 0.18266, "MAP@100": 0.22469, "MAP@3": 0.11219, "MAP@5": 0.14725, "MRR@1": 0.32262, "MRR@10": 0.41708, "MRR@100": 0.42474, "MRR@3": 0.39016, "MRR@5": 0.40569, "NDCG@1": 0.31698, "NDCG@10": 0.28959, "NDCG@100": 0.37185, "NDCG@3": 0.29665, "NDCG@5": 0.28527, "P@1": 0.32607, "P@10": 0.20031, "P@100": 0.04371, "P@3": 0.29936, "P@5": 0.26423, "Recall@1": 0.04603, "Recall@10": 0.26385, "Recall@100": 0.50707, "Recall@3": 0.12739, "Recall@5": 0.18274}, "wikifacts-window_5": {"MAP@1": 0.0383, "MAP@10": 0.1747, "MAP@100": 0.22828, "MAP@3": 0.0957, "MAP@5": 0.13429, "MRR@1": 0.33472, "MRR@10": 0.42535, "MRR@100": 0.43403, "MRR@3": 0.40009, "MRR@5": 0.41431, "NDCG@1": 0.32738, "NDCG@10": 0.29247, "NDCG@100": 0.38009, "NDCG@3": 0.30991, "NDCG@5": 0.2911, "P@1": 0.33617, "P@10": 0.22743, "P@100": 0.05401, "P@3": 0.31393, "P@5": 0.28845, "Recall@1": 0.0383, "Recall@10": 0.24384, "Recall@100": 0.50663, "Recall@3": 0.10729, "Recall@5": 0.16202}, "wikifacts-window_6": {"MAP@1": 0.03461, "MAP@10": 0.16963, "MAP@100": 0.23316, "MAP@3": 0.08518, "MAP@5": 0.12297, "MRR@1": 0.35202, "MRR@10": 0.44005, "MRR@100": 0.4485, "MRR@3": 0.41453, "MRR@5": 0.4288, "NDCG@1": 0.34622, "NDCG@10": 0.30283, "NDCG@100": 0.38934, "NDCG@3": 0.32418, "NDCG@5": 0.30793, "P@1": 0.35565, "P@10": 0.25224, "P@100": 0.06295, "P@3": 0.32728, "P@5": 0.30651, "Recall@1": 0.03461, "Recall@10": 0.23181, "Recall@100": 0.50797, "Recall@3": 0.09441, "Recall@5": 0.14613}}}, "source_url": "", "type": "dense", "verified": true} {"base_model_id": "sergeyzh/BERTA", "date": "2026-07-20", "hardware": "cuda", "model_id": "sergeyzh/BERTA+BAAI/bge-reranker-v2-m3", "model_name": "BERTA+BGE-Reranker-v2-m3", "notes": "", "organization": "BAAI", "rerank_top_k": 100, "runtime_seconds": 21937.82, "scores": {"average": {"MAP@1": 0.28131, "MAP@10": 0.4175, "MAP@100": 0.44867, "MAP@3": 0.36668, "MAP@5": 0.39246, "MRR@1": 0.55505, "MRR@10": 0.64031, "MRR@100": 0.64427, "MRR@3": 0.62213, "MRR@5": 0.63341, "NDCG@1": 0.5222, "NDCG@10": 0.55577, "NDCG@100": 0.56749, "NDCG@3": 0.55008, "NDCG@5": 0.55073, "P@1": 0.52662, "P@10": 0.21581, "P@100": 0.06171, "P@3": 0.36107, "P@5": 0.29409, "Recall@1": 0.28131, "Recall@10": 0.53251, "Recall@100": 0.65555, "Recall@3": 0.42058, "Recall@5": 0.46984}, "datasets": {"legal_search_2004": {"MAP@1": 0.07873, "MAP@10": 0.2343, "MAP@100": 0.34912, "MAP@3": 0.14991, "MAP@5": 0.18521, "MRR@1": 0.61538, "MRR@10": 0.67582, "MRR@100": 0.67688, "MRR@3": 0.663, "MRR@5": 0.67399, "NDCG@1": 0.61538, "NDCG@10": 0.50403, "NDCG@100": 0.48156, "NDCG@3": 0.55584, "NDCG@5": 0.54319, "P@1": 0.61538, "P@10": 0.39121, "P@100": 0.10802, "P@3": 0.52015, "P@5": 0.48132, "Recall@1": 0.07873, "Recall@10": 0.27851, "Recall@100": 0.48649, "Recall@3": 0.15878, "Recall@5": 0.20966}, "legal_search_2007": {"MAP@1": 0.03265, "MAP@10": 0.11521, "MAP@100": 0.23679, "MAP@3": 0.05781, "MAP@5": 0.07984, "MRR@1": 0.54, "MRR@10": 0.63702, "MRR@100": 0.63869, "MRR@3": 0.61, "MRR@5": 0.625, "NDCG@1": 0.54, "NDCG@10": 0.44831, "NDCG@100": 0.39314, "NDCG@3": 0.49573, "NDCG@5": 0.47364, "P@1": 0.54, "P@10": 0.404, "P@100": 0.1468, "P@3": 0.48, "P@5": 0.444, "Recall@1": 0.03265, "Recall@10": 0.14454, "Recall@100": 0.39525, "Recall@3": 0.06149, "Recall@5": 0.09328}, "ru-facts": {"MAP@1": 0.82106, "MAP@10": 0.90405, "MAP@100": 0.90408, "MAP@3": 0.9025, "MAP@5": 0.9037, "MRR@1": 0.81303, "MRR@10": 0.89989, "MRR@100": 0.89991, "MRR@3": 0.89833, "MRR@5": 0.89954, "NDCG@1": 0.82106, "NDCG@10": 0.9287, "NDCG@100": 0.9288, "NDCG@3": 0.92574, "NDCG@5": 0.92793, "P@1": 0.82106, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.33066, "P@5": 0.19946, "Recall@1": 0.82106, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99197, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.48744, "MAP@10": 0.69347, "MAP@100": 0.70031, "MAP@3": 0.64167, "MAP@5": 0.67462, "MRR@1": 0.68794, "MRR@10": 0.77771, "MRR@100": 0.77999, "MRR@3": 0.76103, "MRR@5": 0.77185, "NDCG@1": 0.68735, "NDCG@10": 0.76316, "NDCG@100": 0.78244, "NDCG@3": 0.6982, "NDCG@5": 0.73252, "P@1": 0.68735, "P@10": 0.14474, "P@100": 0.0158, "P@3": 0.37392, "P@5": 0.25804, "Recall@1": 0.48744, "Recall@10": 0.87999, "Recall@100": 0.95027, "Recall@3": 0.71985, "Recall@5": 0.80133}, "rus-arguana": {"MAP@1": 0.29801, "MAP@10": 0.42945, "MAP@100": 0.44071, "MAP@3": 0.39059, "MAP@5": 0.41118, "MRR@1": 0.29801, "MRR@10": 0.42945, "MRR@100": 0.44071, "MRR@3": 0.39059, "MRR@5": 0.41118, "NDCG@1": 0.29801, "NDCG@10": 0.50339, "NDCG@100": 0.55434, "NDCG@3": 0.42206, "NDCG@5": 0.45891, "P@1": 0.29801, "P@10": 0.07404, "P@100": 0.00969, "P@3": 0.17117, "P@5": 0.12048, "Recall@1": 0.29801, "Recall@10": 0.7404, "Recall@100": 0.96942, "Recall@3": 0.51351, "Recall@5": 0.60242}, "rus-fiqa": {"MAP@1": 0.20368, "MAP@10": 0.31133, "MAP@100": 0.32485, "MAP@3": 0.27277, "MAP@5": 0.29766, "MRR@1": 0.378, "MRR@10": 0.45655, "MRR@100": 0.4627, "MRR@3": 0.43233, "MRR@5": 0.44973, "NDCG@1": 0.378, "NDCG@10": 0.38145, "NDCG@100": 0.42797, "NDCG@3": 0.34527, "NDCG@5": 0.36423, "P@1": 0.378, "P@10": 0.0988, "P@100": 0.01474, "P@3": 0.21733, "P@5": 0.1644, "Recall@1": 0.20368, "Recall@10": 0.44157, "Recall@100": 0.60903, "Recall@3": 0.31909, "Recall@5": 0.38741}, "rus-nfcorpus": {"MAP@1": 0.05924, "MAP@10": 0.12542, "MAP@100": 0.15107, "MAP@3": 0.09676, "MAP@5": 0.10906, "MRR@1": 0.44582, "MRR@10": 0.52958, "MRR@100": 0.53479, "MRR@3": 0.51187, "MRR@5": 0.52332, "NDCG@1": 0.43189, "NDCG@10": 0.33097, "NDCG@100": 0.28501, "NDCG@3": 0.39053, "NDCG@5": 0.36458, "P@1": 0.44582, "P@10": 0.23746, "P@100": 0.06489, "P@3": 0.36326, "P@5": 0.30774, "Recall@1": 0.05924, "Recall@10": 0.15486, "Recall@100": 0.26273, "Recall@3": 0.10373, "Recall@5": 0.12369}, "rus-quora": {"MAP@1": 0.62811, "MAP@10": 0.76992, "MAP@100": 0.77669, "MAP@3": 0.73581, "MAP@5": 0.7572, "MRR@1": 0.7218, "MRR@10": 0.80059, "MRR@100": 0.80272, "MRR@3": 0.78563, "MRR@5": 0.79566, "NDCG@1": 0.7224, "NDCG@10": 0.81574, "NDCG@100": 0.83266, "NDCG@3": 0.77633, "NDCG@5": 0.79804, "P@1": 0.7224, "P@10": 0.12646, "P@100": 0.01435, "P@3": 0.3424, "P@5": 0.22916, "Recall@1": 0.62811, "Recall@10": 0.91403, "Recall@100": 0.97538, "Recall@3": 0.8048, "Recall@5": 0.86279}, "rus-scidocs": {"MAP@1": 0.03615, "MAP@10": 0.09102, "MAP@100": 0.1053, "MAP@3": 0.06563, "MAP@5": 0.07676, "MRR@1": 0.178, "MRR@10": 0.27903, "MRR@100": 0.28936, "MRR@3": 0.24833, "MRR@5": 0.26428, "NDCG@1": 0.178, "NDCG@10": 0.16001, "NDCG@100": 0.21501, "NDCG@3": 0.15049, "NDCG@5": 0.12993, "P@1": 0.178, "P@10": 0.0847, "P@100": 0.01603, "P@3": 0.14267, "P@5": 0.1146, "Recall@1": 0.03615, "Recall@10": 0.17177, "Recall@100": 0.32623, "Recall@3": 0.08688, "Recall@5": 0.11647}, "rus-scifact": {"MAP@1": 0.57511, "MAP@10": 0.65368, "MAP@100": 0.65803, "MAP@3": 0.63184, "MAP@5": 0.64028, "MRR@1": 0.6, "MRR@10": 0.66597, "MRR@100": 0.66937, "MRR@3": 0.65167, "MRR@5": 0.65567, "NDCG@1": 0.6, "NDCG@10": 0.69397, "NDCG@100": 0.70922, "NDCG@3": 0.65576, "NDCG@5": 0.66491, "P@1": 0.6, "P@10": 0.09167, "P@100": 0.0099, "P@3": 0.25222, "P@5": 0.16, "Recall@1": 0.57511, "Recall@10": 0.80522, "Recall@100": 0.866, "Recall@3": 0.69672, "Recall@5": 0.72}, "rus-touche": {"MAP@1": 0.03662, "MAP@10": 0.13279, "MAP@100": 0.1961, "MAP@3": 0.07855, "MAP@5": 0.10153, "MRR@1": 0.42857, "MRR@10": 0.58526, "MRR@100": 0.59326, "MRR@3": 0.54422, "MRR@5": 0.57789, "NDCG@1": 0.40816, "NDCG@10": 0.33227, "NDCG@100": 0.41206, "NDCG@3": 0.38173, "NDCG@5": 0.3731, "P@1": 0.42857, "P@10": 0.28367, "P@100": 0.0751, "P@3": 0.38776, "P@5": 0.37143, "Recall@1": 0.03662, "Recall@10": 0.19556, "Recall@100": 0.45829, "Recall@3": 0.09064, "Recall@5": 0.13219}, "rus-trec-covid": {"MAP@1": 0.00215, "MAP@10": 0.02164, "MAP@100": 0.124, "MAP@3": 0.0066, "MAP@5": 0.01097, "MRR@1": 0.84, "MRR@10": 0.91333, "MRR@100": 0.91333, "MRR@3": 0.91333, "MRR@5": 0.91333, "NDCG@1": 0.82, "NDCG@10": 0.83438, "NDCG@100": 0.62022, "NDCG@3": 0.84184, "NDCG@5": 0.83418, "P@1": 0.84, "P@10": 0.9, "P@100": 0.6314, "P@3": 0.89333, "P@5": 0.892, "Recall@1": 0.00215, "Recall@10": 0.02328, "Recall@100": 0.14951, "Recall@3": 0.007, "Recall@5": 0.0117}, "rus-tydiqa": {"MAP@1": 0.44263, "MAP@10": 0.59756, "MAP@100": 0.6034, "MAP@3": 0.56433, "MAP@5": 0.5855, "MRR@1": 0.47246, "MRR@10": 0.62078, "MRR@100": 0.62485, "MRR@3": 0.59768, "MRR@5": 0.61261, "NDCG@1": 0.47849, "NDCG@10": 0.66552, "NDCG@100": 0.68834, "NDCG@3": 0.60695, "NDCG@5": 0.64086, "P@1": 0.47849, "P@10": 0.0963, "P@100": 0.01085, "P@3": 0.25818, "P@5": 0.17401, "Recall@1": 0.44263, "Recall@10": 0.84337, "Recall@100": 0.94033, "Recall@3": 0.69607, "Recall@5": 0.77252}, "rus-xquad": {"MAP@1": 0.97479, "MAP@10": 0.98606, "MAP@100": 0.98606, "MAP@3": 0.98585, "MAP@5": 0.98606, "MRR@1": 0.97479, "MRR@10": 0.98606, "MRR@100": 0.98606, "MRR@3": 0.98585, "MRR@5": 0.98606, "NDCG@1": 0.97479, "NDCG@10": 0.98925, "NDCG@100": 0.98925, "NDCG@3": 0.98889, "NDCG@5": 0.98925, "P@1": 0.97479, "P@10": 0.09983, "P@100": 0.00998, "P@3": 0.33249, "P@5": 0.19966, "Recall@1": 0.97479, "Recall@10": 0.99832, "Recall@100": 0.99832, "Recall@3": 0.99748, "Recall@5": 0.99832}, "rus-xquad-sentences": {"MAP@1": 0.84832, "MAP@10": 0.90125, "MAP@100": 0.90183, "MAP@3": 0.89468, "MAP@5": 0.89854, "MRR@1": 0.84874, "MRR@10": 0.90153, "MRR@100": 0.90211, "MRR@3": 0.8951, "MRR@5": 0.89896, "NDCG@1": 0.84874, "NDCG@10": 0.92165, "NDCG@100": 0.92426, "NDCG@3": 0.90845, "NDCG@5": 0.91539, "P@1": 0.84874, "P@10": 0.0984, "P@100": 0.00996, "P@3": 0.31597, "P@5": 0.19294, "Recall@1": 0.84832, "Recall@10": 0.98319, "Recall@100": 0.99496, "Recall@3": 0.94748, "Recall@5": 0.96429}, "ruscibench-retrieval": {"MAP@1": 0.27915, "MAP@10": 0.66024, "MAP@100": 0.67657, "MAP@3": 0.4667, "MAP@5": 0.56628, "MRR@1": 0.81739, "MRR@10": 0.88536, "MRR@100": 0.88596, "MRR@3": 0.88164, "MRR@5": 0.8844, "NDCG@1": 0.81739, "NDCG@10": 0.76598, "NDCG@100": 0.78867, "NDCG@3": 0.75578, "NDCG@5": 0.73718, "P@1": 0.81739, "P@10": 0.34986, "P@100": 0.038, "P@3": 0.62995, "P@5": 0.5229, "Recall@1": 0.27915, "Recall@10": 0.79774, "Recall@100": 0.85392, "Recall@3": 0.50533, "Recall@5": 0.64164}, "sberquad-retrieval": {"MAP@1": 0.25516, "MAP@10": 0.59946, "MAP@100": 0.59966, "MAP@3": 0.59475, "MAP@5": 0.59863, "MRR@1": 0.91084, "MRR@10": 0.93127, "MRR@100": 0.93143, "MRR@3": 0.92868, "MRR@5": 0.93068, "NDCG@1": 0.25516, "NDCG@10": 0.69425, "NDCG@100": 0.69509, "NDCG@3": 0.68541, "NDCG@5": 0.6923, "P@1": 0.25516, "P@10": 0.09641, "P@100": 0.00968, "P@3": 0.31387, "P@5": 0.19162, "Recall@1": 0.25516, "Recall@10": 0.96406, "Recall@100": 0.96763, "Recall@3": 0.94162, "Recall@5": 0.9581}, "wikifacts-sents": {"MAP@1": 0.08168, "MAP@10": 0.14152, "MAP@100": 0.15014, "MAP@3": 0.12088, "MAP@5": 0.13228, "MRR@1": 0.13529, "MRR@10": 0.2178, "MRR@100": 0.22519, "MRR@3": 0.1944, "MRR@5": 0.208, "NDCG@1": 0.13176, "NDCG@10": 0.1913, "NDCG@100": 0.22633, "NDCG@3": 0.15687, "NDCG@5": 0.17184, "P@1": 0.13529, "P@10": 0.05173, "P@100": 0.00867, "P@3": 0.09905, "P@5": 0.07766, "Recall@1": 0.08168, "Recall@10": 0.25018, "Recall@100": 0.37572, "Recall@3": 0.1594, "Recall@5": 0.19793}, "wikifacts-window_2": {"MAP@1": 0.09492, "MAP@10": 0.23196, "MAP@100": 0.24932, "MAP@3": 0.1824, "MAP@5": 0.2099, "MRR@1": 0.34117, "MRR@10": 0.45134, "MRR@100": 0.45616, "MRR@3": 0.42423, "MRR@5": 0.44205, "NDCG@1": 0.32614, "NDCG@10": 0.32628, "NDCG@100": 0.36951, "NDCG@3": 0.30714, "NDCG@5": 0.3099, "P@1": 0.33297, "P@10": 0.14204, "P@100": 0.02166, "P@3": 0.26691, "P@5": 0.21454, "Recall@1": 0.09492, "Recall@10": 0.34626, "Recall@100": 0.47654, "Recall@3": 0.21781, "Recall@5": 0.27649}, "wikifacts-window_3": {"MAP@1": 0.07531, "MAP@10": 0.2509, "MAP@100": 0.27896, "MAP@3": 0.17917, "MAP@5": 0.21496, "MRR@1": 0.3948, "MRR@10": 0.49278, "MRR@100": 0.4978, "MRR@3": 0.46745, "MRR@5": 0.4833, "NDCG@1": 0.38362, "NDCG@10": 0.35992, "NDCG@100": 0.40974, "NDCG@3": 0.35466, "NDCG@5": 0.35295, "P@1": 0.39298, "P@10": 0.20622, "P@100": 0.03313, "P@3": 0.35297, "P@5": 0.29278, "Recall@1": 0.07531, "Recall@10": 0.34919, "Recall@100": 0.49995, "Recall@3": 0.20165, "Recall@5": 0.26417}, "wikifacts-window_4": {"MAP@1": 0.06082, "MAP@10": 0.25392, "MAP@100": 0.2939, "MAP@3": 0.15695, "MAP@5": 0.20786, "MRR@1": 0.41889, "MRR@10": 0.51153, "MRR@100": 0.51708, "MRR@3": 0.48853, "MRR@5": 0.50268, "NDCG@1": 0.4089, "NDCG@10": 0.37686, "NDCG@100": 0.4287, "NDCG@3": 0.39407, "NDCG@5": 0.37819, "P@1": 0.41853, "P@10": 0.25593, "P@100": 0.04371, "P@3": 0.39806, "P@5": 0.34812, "Recall@1": 0.06082, "Recall@10": 0.33643, "Recall@100": 0.50707, "Recall@3": 0.17306, "Recall@5": 0.24505}, "wikifacts-window_5": {"MAP@1": 0.052, "MAP@10": 0.25116, "MAP@100": 0.3027, "MAP@3": 0.13654, "MAP@5": 0.19752, "MRR@1": 0.44189, "MRR@10": 0.52964, "MRR@100": 0.53533, "MRR@3": 0.5078, "MRR@5": 0.51988, "NDCG@1": 0.43119, "NDCG@10": 0.38972, "NDCG@100": 0.43996, "NDCG@3": 0.41769, "NDCG@5": 0.39475, "P@1": 0.43989, "P@10": 0.29822, "P@100": 0.05401, "P@3": 0.42224, "P@5": 0.39021, "Recall@1": 0.052, "Recall@10": 0.32128, "Recall@100": 0.50663, "Recall@3": 0.14834, "Recall@5": 0.22548}, "wikifacts-window_6": {"MAP@1": 0.04631, "MAP@10": 0.24611, "MAP@100": 0.30976, "MAP@3": 0.12104, "MAP@5": 0.18095, "MRR@1": 0.46326, "MRR@10": 0.54879, "MRR@100": 0.55449, "MRR@3": 0.52731, "MRR@5": 0.53839, "NDCG@1": 0.45427, "NDCG@10": 0.40557, "NDCG@100": 0.44991, "NDCG@3": 0.43634, "NDCG@5": 0.41907, "P@1": 0.46344, "P@10": 0.33206, "P@100": 0.06295, "P@3": 0.44009, "P@5": 0.41691, "Recall@1": 0.04631, "Recall@10": 0.3085, "Recall@100": 0.50797, "Recall@3": 0.13072, "Recall@5": 0.20417}}}, "source_url": "", "type": "reranker", "verified": true} {"date": "2026-07-20", "hardware": "cuda", "model_id": "sergeyzh/rubert-mini-frida", "model_name": "rubert-mini-frida", "notes": "", "organization": "sergeyzh", "runtime_seconds": 2146.14, "scores": {"average": {"MAP@1": 0.23434, "MAP@10": 0.3378, "MAP@100": 0.36639, "MAP@3": 0.30163, "MAP@5": 0.31983, "MRR@1": 0.45684, "MRR@10": 0.54679, "MRR@100": 0.55256, "MRR@3": 0.52652, "MRR@5": 0.53856, "NDCG@1": 0.43032, "NDCG@10": 0.46229, "NDCG@100": 0.49276, "NDCG@3": 0.45404, "NDCG@5": 0.45561, "P@1": 0.43616, "P@10": 0.17297, "P@100": 0.058, "P@3": 0.29139, "P@5": 0.23439, "Recall@1": 0.23434, "Recall@10": 0.45777, "Recall@100": 0.62914, "Recall@3": 0.35464, "Recall@5": 0.40001}, "datasets": {"legal_search_2004": {"MAP@1": 0.06245, "MAP@10": 0.17659, "MAP@100": 0.26225, "MAP@3": 0.11923, "MAP@5": 0.14228, "MRR@1": 0.53846, "MRR@10": 0.59579, "MRR@100": 0.60121, "MRR@3": 0.58242, "MRR@5": 0.59011, "NDCG@1": 0.53846, "NDCG@10": 0.40842, "NDCG@100": 0.42313, "NDCG@3": 0.48284, "NDCG@5": 0.4505, "P@1": 0.53846, "P@10": 0.31209, "P@100": 0.10209, "P@3": 0.45421, "P@5": 0.38901, "Recall@1": 0.06245, "Recall@10": 0.21346, "Recall@100": 0.49512, "Recall@3": 0.12293, "Recall@5": 0.16367}, "legal_search_2007": {"MAP@1": 0.03123, "MAP@10": 0.10924, "MAP@100": 0.22015, "MAP@3": 0.0589, "MAP@5": 0.074, "MRR@1": 0.5, "MRR@10": 0.59217, "MRR@100": 0.5978, "MRR@3": 0.57667, "MRR@5": 0.58967, "NDCG@1": 0.5, "NDCG@10": 0.41225, "NDCG@100": 0.3767, "NDCG@3": 0.46757, "NDCG@5": 0.44157, "P@1": 0.5, "P@10": 0.372, "P@100": 0.1448, "P@3": 0.45333, "P@5": 0.416, "Recall@1": 0.03123, "Recall@10": 0.13064, "Recall@100": 0.38828, "Recall@3": 0.06339, "Recall@5": 0.08271}, "ru-facts": {"MAP@1": 0.82552, "MAP@10": 0.90728, "MAP@100": 0.90728, "MAP@3": 0.90622, "MAP@5": 0.90693, "MRR@1": 0.81749, "MRR@10": 0.90311, "MRR@100": 0.90311, "MRR@3": 0.90205, "MRR@5": 0.90277, "NDCG@1": 0.82552, "NDCG@10": 0.93125, "NDCG@100": 0.93125, "NDCG@3": 0.92919, "NDCG@5": 0.93048, "P@1": 0.82552, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33155, "P@5": 0.19955, "Recall@1": 0.82552, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99465, "Recall@5": 0.99777}, "rubq": {"MAP@1": 0.38862, "MAP@10": 0.56704, "MAP@100": 0.57764, "MAP@3": 0.51552, "MAP@5": 0.5476, "MRR@1": 0.55674, "MRR@10": 0.66671, "MRR@100": 0.67088, "MRR@3": 0.64322, "MRR@5": 0.65844, "NDCG@1": 0.55674, "NDCG@10": 0.64717, "NDCG@100": 0.68467, "NDCG@3": 0.57425, "NDCG@5": 0.6125, "P@1": 0.55674, "P@10": 0.12707, "P@100": 0.01546, "P@3": 0.31048, "P@5": 0.22033, "Recall@1": 0.38862, "Recall@10": 0.78184, "Recall@100": 0.93282, "Recall@3": 0.6008, "Recall@5": 0.69022}, "rus-arguana": {"MAP@1": 0.19986, "MAP@10": 0.34383, "MAP@100": 0.35634, "MAP@3": 0.29362, "MAP@5": 0.31958, "MRR@1": 0.19986, "MRR@10": 0.34383, "MRR@100": 0.35634, "MRR@3": 0.29362, "MRR@5": 0.31958, "NDCG@1": 0.19986, "NDCG@10": 0.43071, "NDCG@100": 0.48568, "NDCG@3": 0.32518, "NDCG@5": 0.37216, "P@1": 0.19986, "P@10": 0.07119, "P@100": 0.00955, "P@3": 0.13893, "P@5": 0.10626, "Recall@1": 0.19986, "Recall@10": 0.71195, "Recall@100": 0.95519, "Recall@3": 0.41679, "Recall@5": 0.53129}, "rus-fiqa": {"MAP@1": 0.14166, "MAP@10": 0.21499, "MAP@100": 0.22984, "MAP@3": 0.19092, "MAP@5": 0.20509, "MRR@1": 0.262, "MRR@10": 0.3371, "MRR@100": 0.34539, "MRR@3": 0.31367, "MRR@5": 0.32737, "NDCG@1": 0.262, "NDCG@10": 0.27308, "NDCG@100": 0.33351, "NDCG@3": 0.24782, "NDCG@5": 0.2563, "P@1": 0.262, "P@10": 0.071, "P@100": 0.01334, "P@3": 0.15867, "P@5": 0.1176, "Recall@1": 0.14166, "Recall@10": 0.32561, "Recall@100": 0.55884, "Recall@3": 0.22791, "Recall@5": 0.27123}, "rus-nfcorpus": {"MAP@1": 0.04339, "MAP@10": 0.08611, "MAP@100": 0.10782, "MAP@3": 0.06542, "MAP@5": 0.07518, "MRR@1": 0.37461, "MRR@10": 0.45063, "MRR@100": 0.45854, "MRR@3": 0.43705, "MRR@5": 0.44541, "NDCG@1": 0.35759, "NDCG@10": 0.25373, "NDCG@100": 0.23369, "NDCG@3": 0.304, "NDCG@5": 0.28394, "P@1": 0.37461, "P@10": 0.18669, "P@100": 0.06034, "P@3": 0.28277, "P@5": 0.24458, "Recall@1": 0.04339, "Recall@10": 0.11521, "Recall@100": 0.24421, "Recall@3": 0.07475, "Recall@5": 0.09199}, "rus-quora": {"MAP@1": 0.60347, "MAP@10": 0.73916, "MAP@100": 0.74667, "MAP@3": 0.70626, "MAP@5": 0.72677, "MRR@1": 0.6952, "MRR@10": 0.77474, "MRR@100": 0.77735, "MRR@3": 0.75917, "MRR@5": 0.76875, "NDCG@1": 0.6948, "NDCG@10": 0.78703, "NDCG@100": 0.80877, "NDCG@3": 0.74686, "NDCG@5": 0.76788, "P@1": 0.6948, "P@10": 0.1215, "P@100": 0.0143, "P@3": 0.32773, "P@5": 0.21944, "Recall@1": 0.60347, "Recall@10": 0.88749, "Recall@100": 0.97111, "Recall@3": 0.77627, "Recall@5": 0.8319}, "rus-scidocs": {"MAP@1": 0.03233, "MAP@10": 0.07175, "MAP@100": 0.08509, "MAP@3": 0.05393, "MAP@5": 0.06285, "MRR@1": 0.159, "MRR@10": 0.23514, "MRR@100": 0.24628, "MRR@3": 0.21167, "MRR@5": 0.22362, "NDCG@1": 0.159, "NDCG@10": 0.12557, "NDCG@100": 0.18481, "NDCG@3": 0.12331, "NDCG@5": 0.10524, "P@1": 0.159, "P@10": 0.0631, "P@100": 0.01489, "P@3": 0.11267, "P@5": 0.0894, "Recall@1": 0.03233, "Recall@10": 0.12782, "Recall@100": 0.30242, "Recall@3": 0.06858, "Recall@5": 0.09058}, "rus-scifact": {"MAP@1": 0.41944, "MAP@10": 0.51001, "MAP@100": 0.51839, "MAP@3": 0.48644, "MAP@5": 0.50187, "MRR@1": 0.44333, "MRR@10": 0.52768, "MRR@100": 0.53423, "MRR@3": 0.50833, "MRR@5": 0.5215, "NDCG@1": 0.44333, "NDCG@10": 0.55402, "NDCG@100": 0.59139, "NDCG@3": 0.51213, "NDCG@5": 0.53691, "P@1": 0.44333, "P@10": 0.07467, "P@100": 0.00947, "P@3": 0.20111, "P@5": 0.13667, "Recall@1": 0.41944, "Recall@10": 0.66983, "Recall@100": 0.84033, "Recall@3": 0.56194, "Recall@5": 0.61956}, "rus-touche": {"MAP@1": 0.02587, "MAP@10": 0.10774, "MAP@100": 0.15485, "MAP@3": 0.05696, "MAP@5": 0.07531, "MRR@1": 0.32653, "MRR@10": 0.51691, "MRR@100": 0.51963, "MRR@3": 0.48299, "MRR@5": 0.50136, "NDCG@1": 0.29592, "NDCG@10": 0.27335, "NDCG@100": 0.35627, "NDCG@3": 0.29546, "NDCG@5": 0.27711, "P@1": 0.32653, "P@10": 0.2551, "P@100": 0.07061, "P@3": 0.32653, "P@5": 0.29388, "Recall@1": 0.02587, "Recall@10": 0.17786, "Recall@100": 0.43223, "Recall@3": 0.07223, "Recall@5": 0.10662}, "rus-trec-covid": {"MAP@1": 0.00235, "MAP@10": 0.01784, "MAP@100": 0.10606, "MAP@3": 0.00614, "MAP@5": 0.00964, "MRR@1": 0.92, "MRR@10": 0.95333, "MRR@100": 0.95333, "MRR@3": 0.95333, "MRR@5": 0.95333, "NDCG@1": 0.88, "NDCG@10": 0.7558, "NDCG@100": 0.57667, "NDCG@3": 0.80927, "NDCG@5": 0.77796, "P@1": 0.92, "P@10": 0.792, "P@100": 0.5962, "P@3": 0.84, "P@5": 0.82, "Recall@1": 0.00235, "Recall@10": 0.01993, "Recall@100": 0.13952, "Recall@3": 0.0064, "Recall@5": 0.01039}, "rus-tydiqa": {"MAP@1": 0.32645, "MAP@10": 0.47188, "MAP@100": 0.48112, "MAP@3": 0.43639, "MAP@5": 0.45775, "MRR@1": 0.35284, "MRR@10": 0.49411, "MRR@100": 0.50134, "MRR@3": 0.46572, "MRR@5": 0.48147, "NDCG@1": 0.3537, "NDCG@10": 0.5427, "NDCG@100": 0.58291, "NDCG@3": 0.47543, "NDCG@5": 0.51123, "P@1": 0.3537, "P@10": 0.08356, "P@100": 0.01055, "P@3": 0.20826, "P@5": 0.14475, "Recall@1": 0.32645, "Recall@10": 0.73566, "Recall@100": 0.91423, "Recall@3": 0.55995, "Recall@5": 0.64286}, "rus-xquad": {"MAP@1": 0.86639, "MAP@10": 0.91454, "MAP@100": 0.9154, "MAP@3": 0.90994, "MAP@5": 0.91301, "MRR@1": 0.86639, "MRR@10": 0.91454, "MRR@100": 0.9154, "MRR@3": 0.90994, "MRR@5": 0.91301, "NDCG@1": 0.86639, "NDCG@10": 0.93215, "NDCG@100": 0.93565, "NDCG@3": 0.92302, "NDCG@5": 0.92855, "P@1": 0.86639, "P@10": 0.09849, "P@100": 0.01, "P@3": 0.32017, "P@5": 0.19479, "Recall@1": 0.86639, "Recall@10": 0.98487, "Recall@100": 1.0, "Recall@3": 0.9605, "Recall@5": 0.97395}, "rus-xquad-sentences": {"MAP@1": 0.73824, "MAP@10": 0.81918, "MAP@100": 0.82082, "MAP@3": 0.8049, "MAP@5": 0.81587, "MRR@1": 0.73866, "MRR@10": 0.81948, "MRR@100": 0.82112, "MRR@3": 0.80532, "MRR@5": 0.81629, "NDCG@1": 0.73866, "NDCG@10": 0.85378, "NDCG@100": 0.8607, "NDCG@3": 0.82652, "NDCG@5": 0.84627, "P@1": 0.73866, "P@10": 0.09597, "P@100": 0.0099, "P@3": 0.29636, "P@5": 0.18739, "Recall@1": 0.73824, "Recall@10": 0.95882, "Recall@100": 0.98908, "Recall@3": 0.88866, "Recall@5": 0.93655}, "ruscibench-retrieval": {"MAP@1": 0.20375, "MAP@10": 0.36178, "MAP@100": 0.40229, "MAP@3": 0.28584, "MAP@5": 0.32582, "MRR@1": 0.56232, "MRR@10": 0.66652, "MRR@100": 0.67081, "MRR@3": 0.64203, "MRR@5": 0.65826, "NDCG@1": 0.56232, "NDCG@10": 0.47664, "NDCG@100": 0.58253, "NDCG@3": 0.47452, "NDCG@5": 0.46017, "P@1": 0.56232, "P@10": 0.19739, "P@100": 0.03545, "P@3": 0.36425, "P@5": 0.29507, "Recall@1": 0.20375, "Recall@10": 0.49208, "Recall@100": 0.79838, "Recall@3": 0.31833, "Recall@5": 0.39592}, "sberquad-retrieval": {"MAP@1": 0.18189, "MAP@10": 0.47544, "MAP@100": 0.47975, "MAP@3": 0.45228, "MAP@5": 0.46747, "MRR@1": 0.66799, "MRR@10": 0.73049, "MRR@100": 0.73458, "MRR@3": 0.71389, "MRR@5": 0.72402, "NDCG@1": 0.18189, "NDCG@10": 0.57362, "NDCG@100": 0.59441, "NDCG@3": 0.52746, "NDCG@5": 0.5546, "P@1": 0.18189, "P@10": 0.08646, "P@100": 0.00961, "P@3": 0.24702, "P@5": 0.16128, "Recall@1": 0.18189, "Recall@10": 0.86458, "Recall@100": 0.96148, "Recall@3": 0.74106, "Recall@5": 0.80639}, "wikifacts-sents": {"MAP@1": 0.07465, "MAP@10": 0.12258, "MAP@100": 0.12931, "MAP@3": 0.10734, "MAP@5": 0.11595, "MRR@1": 0.12642, "MRR@10": 0.19546, "MRR@100": 0.20222, "MRR@3": 0.17743, "MRR@5": 0.18782, "NDCG@1": 0.12235, "NDCG@10": 0.1634, "NDCG@100": 0.19639, "NDCG@3": 0.13922, "NDCG@5": 0.14956, "P@1": 0.12697, "P@10": 0.04245, "P@100": 0.00769, "P@3": 0.08802, "P@5": 0.06652, "Recall@1": 0.07465, "Recall@10": 0.20647, "Recall@100": 0.33311, "Recall@3": 0.139, "Recall@5": 0.16831}, "wikifacts-window_2": {"MAP@1": 0.06677, "MAP@10": 0.15476, "MAP@100": 0.17087, "MAP@3": 0.1207, "MAP@5": 0.13908, "MRR@1": 0.24517, "MRR@10": 0.34252, "MRR@100": 0.34959, "MRR@3": 0.3163, "MRR@5": 0.33142, "NDCG@1": 0.23388, "NDCG@10": 0.23119, "NDCG@100": 0.28594, "NDCG@3": 0.21376, "NDCG@5": 0.21607, "P@1": 0.2408, "P@10": 0.1022, "P@100": 0.01926, "P@3": 0.1867, "P@5": 0.15035, "Recall@1": 0.06677, "Recall@10": 0.25037, "Recall@100": 0.42536, "Recall@3": 0.14871, "Recall@5": 0.19195}, "wikifacts-window_3": {"MAP@1": 0.05157, "MAP@10": 0.15684, "MAP@100": 0.18299, "MAP@3": 0.11005, "MAP@5": 0.13288, "MRR@1": 0.27314, "MRR@10": 0.36555, "MRR@100": 0.37342, "MRR@3": 0.3394, "MRR@5": 0.35437, "NDCG@1": 0.26596, "NDCG@10": 0.24435, "NDCG@100": 0.31336, "NDCG@3": 0.23502, "NDCG@5": 0.23403, "P@1": 0.27369, "P@10": 0.14224, "P@100": 0.02953, "P@3": 0.23289, "P@5": 0.19436, "Recall@1": 0.05157, "Recall@10": 0.24116, "Recall@100": 0.44704, "Recall@3": 0.12875, "Recall@5": 0.1738}, "wikifacts-window_4": {"MAP@1": 0.04015, "MAP@10": 0.15323, "MAP@100": 0.18839, "MAP@3": 0.09575, "MAP@5": 0.1241, "MRR@1": 0.28247, "MRR@10": 0.37438, "MRR@100": 0.38272, "MRR@3": 0.3492, "MRR@5": 0.36317, "NDCG@1": 0.27539, "NDCG@10": 0.24999, "NDCG@100": 0.32519, "NDCG@3": 0.25822, "NDCG@5": 0.24603, "P@1": 0.28374, "P@10": 0.17224, "P@100": 0.03855, "P@3": 0.26073, "P@5": 0.22721, "Recall@1": 0.04015, "Recall@10": 0.22605, "Recall@100": 0.44935, "Recall@3": 0.11017, "Recall@5": 0.15678}, "wikifacts-window_5": {"MAP@1": 0.03372, "MAP@10": 0.14607, "MAP@100": 0.18995, "MAP@3": 0.08163, "MAP@5": 0.11281, "MRR@1": 0.29139, "MRR@10": 0.38062, "MRR@100": 0.38935, "MRR@3": 0.35539, "MRR@5": 0.3703, "NDCG@1": 0.28377, "NDCG@10": 0.25195, "NDCG@100": 0.33134, "NDCG@3": 0.2686, "NDCG@5": 0.25142, "P@1": 0.2932, "P@10": 0.19547, "P@100": 0.04751, "P@3": 0.27271, "P@5": 0.24936, "Recall@1": 0.03372, "Recall@10": 0.20943, "Recall@100": 0.44733, "Recall@3": 0.09241, "Recall@5": 0.13925}, "wikifacts-window_6": {"MAP@1": 0.03011, "MAP@10": 0.1416, "MAP@100": 0.19365, "MAP@3": 0.07318, "MAP@5": 0.10421, "MRR@1": 0.3072, "MRR@10": 0.39532, "MRR@100": 0.40421, "MRR@3": 0.37111, "MRR@5": 0.38475, "NDCG@1": 0.29985, "NDCG@10": 0.26063, "NDCG@100": 0.33857, "NDCG@3": 0.2832, "NDCG@5": 0.26849, "P@1": 0.30956, "P@10": 0.21553, "P@100": 0.05499, "P@3": 0.28682, "P@5": 0.26725, "Recall@1": 0.03011, "Recall@10": 0.19765, "Recall@100": 0.44478, "Recall@3": 0.08247, "Recall@5": 0.1265}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-21", "hardware": "cuda", "model_id": "sergeyzh/rubert-base-retriever", "model_name": "rubert-base-retriever", "notes": "", "organization": "sergeyzh", "runtime_seconds": 24590.2, "scores": {"average": {"MAP@1": 0.2482, "MAP@10": 0.3588, "MAP@100": 0.38708, "MAP@3": 0.3203, "MAP@5": 0.34006, "MRR@1": 0.46215, "MRR@10": 0.55528, "MRR@100": 0.56099, "MRR@3": 0.53255, "MRR@5": 0.54676, "NDCG@1": 0.43425, "NDCG@10": 0.46982, "NDCG@100": 0.50823, "NDCG@3": 0.46044, "NDCG@5": 0.46261, "P@1": 0.43893, "P@10": 0.16358, "P@100": 0.05096, "P@3": 0.2876, "P@5": 0.22761, "Recall@1": 0.2482, "Recall@10": 0.47908, "Recall@100": 0.64724, "Recall@3": 0.37442, "Recall@5": 0.42115}, "datasets": {"legal_search_2004": {"MAP@1": 0.062, "MAP@10": 0.1822, "MAP@100": 0.28232, "MAP@3": 0.11605, "MAP@5": 0.14323, "MRR@1": 0.54945, "MRR@10": 0.60725, "MRR@100": 0.61121, "MRR@3": 0.59524, "MRR@5": 0.60018, "NDCG@1": 0.54945, "NDCG@10": 0.4168, "NDCG@100": 0.44196, "NDCG@3": 0.47295, "NDCG@5": 0.44819, "P@1": 0.54945, "P@10": 0.31648, "P@100": 0.1111, "P@3": 0.43223, "P@5": 0.38462, "Recall@1": 0.062, "Recall@10": 0.23732, "Recall@100": 0.50962, "Recall@3": 0.1263, "Recall@5": 0.16451}, "legal_search_2007": {"MAP@1": 0.02996, "MAP@10": 0.09517, "MAP@100": 0.19452, "MAP@3": 0.05359, "MAP@5": 0.06763, "MRR@1": 0.44, "MRR@10": 0.53217, "MRR@100": 0.53629, "MRR@3": 0.50667, "MRR@5": 0.52967, "NDCG@1": 0.44, "NDCG@10": 0.35118, "NDCG@100": 0.3438, "NDCG@3": 0.40511, "NDCG@5": 0.39119, "P@1": 0.44, "P@10": 0.31, "P@100": 0.1334, "P@3": 0.39333, "P@5": 0.372, "Recall@1": 0.02996, "Recall@10": 0.11532, "Recall@100": 0.36444, "Recall@3": 0.05733, "Recall@5": 0.0763}, "ru-facts": {"MAP@1": 0.82552, "MAP@10": 0.90754, "MAP@100": 0.90754, "MAP@3": 0.90651, "MAP@5": 0.90734, "MRR@1": 0.81794, "MRR@10": 0.90352, "MRR@100": 0.90352, "MRR@3": 0.9025, "MRR@5": 0.90332, "NDCG@1": 0.82552, "NDCG@10": 0.93146, "NDCG@100": 0.93146, "NDCG@3": 0.92953, "NDCG@5": 0.93101, "P@1": 0.82552, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3317, "P@5": 0.19973, "Recall@1": 0.82552, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99509, "Recall@5": 0.99866}, "rubq": {"MAP@1": 0.42095, "MAP@10": 0.61818, "MAP@100": 0.62698, "MAP@3": 0.56419, "MAP@5": 0.59924, "MRR@1": 0.59811, "MRR@10": 0.70777, "MRR@100": 0.7108, "MRR@3": 0.68548, "MRR@5": 0.70085, "NDCG@1": 0.59811, "NDCG@10": 0.69573, "NDCG@100": 0.72476, "NDCG@3": 0.62295, "NDCG@5": 0.66398, "P@1": 0.59811, "P@10": 0.13576, "P@100": 0.01572, "P@3": 0.33786, "P@5": 0.23901, "Recall@1": 0.42095, "Recall@10": 0.82962, "Recall@100": 0.94294, "Recall@3": 0.6517, "Recall@5": 0.74802}, "rus-arguana": {"MAP@1": 0.24467, "MAP@10": 0.40199, "MAP@100": 0.41151, "MAP@3": 0.35313, "MAP@5": 0.38119, "MRR@1": 0.24467, "MRR@10": 0.40196, "MRR@100": 0.41147, "MRR@3": 0.35313, "MRR@5": 0.38115, "NDCG@1": 0.24467, "NDCG@10": 0.4911, "NDCG@100": 0.53371, "NDCG@3": 0.38966, "NDCG@5": 0.44044, "P@1": 0.24467, "P@10": 0.07767, "P@100": 0.00967, "P@3": 0.16524, "P@5": 0.1239, "Recall@1": 0.24467, "Recall@10": 0.77667, "Recall@100": 0.96728, "Recall@3": 0.49573, "Recall@5": 0.61949}, "rus-fiqa": {"MAP@1": 0.16599, "MAP@10": 0.25011, "MAP@100": 0.26677, "MAP@3": 0.21994, "MAP@5": 0.23793, "MRR@1": 0.31, "MRR@10": 0.38495, "MRR@100": 0.39404, "MRR@3": 0.36067, "MRR@5": 0.37487, "NDCG@1": 0.31, "NDCG@10": 0.31453, "NDCG@100": 0.37829, "NDCG@3": 0.27896, "NDCG@5": 0.29233, "P@1": 0.31, "P@10": 0.0814, "P@100": 0.01452, "P@3": 0.16867, "P@5": 0.1272, "Recall@1": 0.16599, "Recall@10": 0.37315, "Recall@100": 0.61443, "Recall@3": 0.25828, "Recall@5": 0.30906}, "rus-nfcorpus": {"MAP@1": 0.04911, "MAP@10": 0.10072, "MAP@100": 0.12502, "MAP@3": 0.07795, "MAP@5": 0.08861, "MRR@1": 0.37152, "MRR@10": 0.46058, "MRR@100": 0.46767, "MRR@3": 0.44221, "MRR@5": 0.45366, "NDCG@1": 0.35913, "NDCG@10": 0.27568, "NDCG@100": 0.25645, "NDCG@3": 0.32948, "NDCG@5": 0.30621, "P@1": 0.37152, "P@10": 0.19938, "P@100": 0.06471, "P@3": 0.30547, "P@5": 0.25882, "Recall@1": 0.04911, "Recall@10": 0.13075, "Recall@100": 0.25868, "Recall@3": 0.0887, "Recall@5": 0.10657}, "rus-quora": {"MAP@1": 0.60942, "MAP@10": 0.74646, "MAP@100": 0.75435, "MAP@3": 0.71447, "MAP@5": 0.73423, "MRR@1": 0.7006, "MRR@10": 0.78161, "MRR@100": 0.78435, "MRR@3": 0.767, "MRR@5": 0.77622, "NDCG@1": 0.7014, "NDCG@10": 0.79359, "NDCG@100": 0.8162, "NDCG@3": 0.75535, "NDCG@5": 0.77539, "P@1": 0.7014, "P@10": 0.12252, "P@100": 0.01443, "P@3": 0.33187, "P@5": 0.22144, "Recall@1": 0.60942, "Recall@10": 0.89123, "Recall@100": 0.97761, "Recall@3": 0.78577, "Recall@5": 0.83949}, "rus-scidocs": {"MAP@1": 0.03308, "MAP@10": 0.0767, "MAP@100": 0.09161, "MAP@3": 0.05621, "MAP@5": 0.06642, "MRR@1": 0.163, "MRR@10": 0.24571, "MRR@100": 0.25827, "MRR@3": 0.218, "MRR@5": 0.23365, "NDCG@1": 0.163, "NDCG@10": 0.13492, "NDCG@100": 0.20118, "NDCG@3": 0.12849, "NDCG@5": 0.11198, "P@1": 0.163, "P@10": 0.0692, "P@100": 0.01651, "P@3": 0.11833, "P@5": 0.0972, "Recall@1": 0.03308, "Recall@10": 0.14072, "Recall@100": 0.33592, "Recall@3": 0.07193, "Recall@5": 0.09853}, "rus-scifact": {"MAP@1": 0.4465, "MAP@10": 0.53652, "MAP@100": 0.54551, "MAP@3": 0.5123, "MAP@5": 0.52642, "MRR@1": 0.47333, "MRR@10": 0.55325, "MRR@100": 0.56028, "MRR@3": 0.53389, "MRR@5": 0.54489, "NDCG@1": 0.47333, "NDCG@10": 0.57916, "NDCG@100": 0.61911, "NDCG@3": 0.53861, "NDCG@5": 0.55834, "P@1": 0.47333, "P@10": 0.078, "P@100": 0.00997, "P@3": 0.21333, "P@5": 0.14133, "Recall@1": 0.4465, "Recall@10": 0.69167, "Recall@100": 0.87433, "Recall@3": 0.58378, "Recall@5": 0.63322}, "rus-touche": {"MAP@1": 0.0233, "MAP@10": 0.09586, "MAP@100": 0.14403, "MAP@3": 0.05247, "MAP@5": 0.06798, "MRR@1": 0.30612, "MRR@10": 0.42667, "MRR@100": 0.43831, "MRR@3": 0.38095, "MRR@5": 0.40646, "NDCG@1": 0.29592, "NDCG@10": 0.23029, "NDCG@100": 0.34246, "NDCG@3": 0.25407, "NDCG@5": 0.23223, "P@1": 0.30612, "P@10": 0.20204, "P@100": 0.07122, "P@3": 0.2585, "P@5": 0.22449, "Recall@1": 0.0233, "Recall@10": 0.15104, "Recall@100": 0.43513, "Recall@3": 0.05933, "Recall@5": 0.08676}, "rus-trec-covid": {"MAP@1": 0.0015, "MAP@10": 0.0089, "MAP@100": 0.05264, "MAP@3": 0.00378, "MAP@5": 0.00521, "MRR@1": 0.52, "MRR@10": 0.68039, "MRR@100": 0.68116, "MRR@3": 0.64667, "MRR@5": 0.67367, "NDCG@1": 0.48, "NDCG@10": 0.45511, "NDCG@100": 0.38727, "NDCG@3": 0.48765, "NDCG@5": 0.45969, "P@1": 0.52, "P@10": 0.486, "P@100": 0.405, "P@3": 0.52667, "P@5": 0.488, "Recall@1": 0.0015, "Recall@10": 0.01194, "Recall@100": 0.09133, "Recall@3": 0.00433, "Recall@5": 0.0063}, "rus-tydiqa": {"MAP@1": 0.36962, "MAP@10": 0.51366, "MAP@100": 0.52252, "MAP@3": 0.47641, "MAP@5": 0.50089, "MRR@1": 0.40103, "MRR@10": 0.53743, "MRR@100": 0.54444, "MRR@3": 0.50631, "MRR@5": 0.52774, "NDCG@1": 0.40103, "NDCG@10": 0.58239, "NDCG@100": 0.62109, "NDCG@3": 0.51418, "NDCG@5": 0.55547, "P@1": 0.40103, "P@10": 0.08761, "P@100": 0.01085, "P@3": 0.22203, "P@5": 0.15559, "Recall@1": 0.36962, "Recall@10": 0.76692, "Recall@100": 0.93832, "Recall@3": 0.59423, "Recall@5": 0.68947}, "rus-xquad": {"MAP@1": 0.91849, "MAP@10": 0.94898, "MAP@100": 0.94928, "MAP@3": 0.94496, "MAP@5": 0.94803, "MRR@1": 0.91849, "MRR@10": 0.94898, "MRR@100": 0.94928, "MRR@3": 0.94496, "MRR@5": 0.94803, "NDCG@1": 0.91849, "NDCG@10": 0.96045, "NDCG@100": 0.96166, "NDCG@3": 0.95269, "NDCG@5": 0.95822, "P@1": 0.91849, "P@10": 0.0995, "P@100": 0.01, "P@3": 0.32493, "P@5": 0.19765, "Recall@1": 0.91849, "Recall@10": 0.99496, "Recall@100": 1.0, "Recall@3": 0.97479, "Recall@5": 0.98824}, "rus-xquad-sentences": {"MAP@1": 0.76176, "MAP@10": 0.83854, "MAP@100": 0.84, "MAP@3": 0.82661, "MAP@5": 0.83501, "MRR@1": 0.76218, "MRR@10": 0.83875, "MRR@100": 0.84021, "MRR@3": 0.82703, "MRR@5": 0.83522, "NDCG@1": 0.76218, "NDCG@10": 0.87017, "NDCG@100": 0.87644, "NDCG@3": 0.84682, "NDCG@5": 0.86169, "P@1": 0.76218, "P@10": 0.09672, "P@100": 0.00995, "P@3": 0.30168, "P@5": 0.18824, "Recall@1": 0.76176, "Recall@10": 0.96639, "Recall@100": 0.99412, "Recall@3": 0.90462, "Recall@5": 0.94034}, "ruscibench-retrieval": {"MAP@1": 0.21969, "MAP@10": 0.40095, "MAP@100": 0.44978, "MAP@3": 0.32216, "MAP@5": 0.36253, "MRR@1": 0.62029, "MRR@10": 0.72378, "MRR@100": 0.727, "MRR@3": 0.70338, "MRR@5": 0.71527, "NDCG@1": 0.62029, "NDCG@10": 0.52205, "NDCG@100": 0.63831, "NDCG@3": 0.52876, "NDCG@5": 0.50501, "P@1": 0.62029, "P@10": 0.21449, "P@100": 0.03884, "P@3": 0.40966, "P@5": 0.32232, "Recall@1": 0.21969, "Recall@10": 0.53563, "Recall@100": 0.8588, "Recall@3": 0.36188, "Recall@5": 0.43534}, "sberquad-retrieval": {"MAP@1": 0.20532, "MAP@10": 0.51938, "MAP@100": 0.52246, "MAP@3": 0.5002, "MAP@5": 0.51338, "MRR@1": 0.74523, "MRR@10": 0.80025, "MRR@100": 0.80312, "MRR@3": 0.78687, "MRR@5": 0.79527, "NDCG@1": 0.20532, "NDCG@10": 0.61916, "NDCG@100": 0.63392, "NDCG@3": 0.58129, "NDCG@5": 0.60482, "P@1": 0.20532, "P@10": 0.09118, "P@100": 0.0098, "P@3": 0.27045, "P@5": 0.17359, "Recall@1": 0.20532, "Recall@10": 0.91183, "Recall@100": 0.98034, "Recall@3": 0.81136, "Recall@5": 0.86795}, "wikifacts-sents": {"MAP@1": 0.07485, "MAP@10": 0.123, "MAP@100": 0.1294, "MAP@3": 0.1088, "MAP@5": 0.1167, "MRR@1": 0.12697, "MRR@10": 0.19663, "MRR@100": 0.20298, "MRR@3": 0.17996, "MRR@5": 0.18943, "NDCG@1": 0.12263, "NDCG@10": 0.16372, "NDCG@100": 0.19416, "NDCG@3": 0.14194, "NDCG@5": 0.15075, "P@1": 0.12715, "P@10": 0.04171, "P@100": 0.00727, "P@3": 0.09031, "P@5": 0.06641, "Recall@1": 0.07485, "Recall@10": 0.2046, "Recall@100": 0.32122, "Recall@3": 0.14209, "Recall@5": 0.16917}, "wikifacts-window_2": {"MAP@1": 0.07091, "MAP@10": 0.16942, "MAP@100": 0.18566, "MAP@3": 0.13209, "MAP@5": 0.15259, "MRR@1": 0.25592, "MRR@10": 0.35533, "MRR@100": 0.36266, "MRR@3": 0.32914, "MRR@5": 0.34546, "NDCG@1": 0.24645, "NDCG@10": 0.24801, "NDCG@100": 0.30192, "NDCG@3": 0.22938, "NDCG@5": 0.23277, "P@1": 0.25264, "P@10": 0.10847, "P@100": 0.01967, "P@3": 0.19964, "P@5": 0.1612, "Recall@1": 0.07091, "Recall@10": 0.26806, "Recall@100": 0.43949, "Recall@3": 0.16163, "Recall@5": 0.20927}, "wikifacts-window_3": {"MAP@1": 0.05751, "MAP@10": 0.18307, "MAP@100": 0.21113, "MAP@3": 0.12888, "MAP@5": 0.156, "MRR@1": 0.30278, "MRR@10": 0.40071, "MRR@100": 0.40831, "MRR@3": 0.37352, "MRR@5": 0.39096, "NDCG@1": 0.29496, "NDCG@10": 0.27727, "NDCG@100": 0.34647, "NDCG@3": 0.26829, "NDCG@5": 0.26945, "P@1": 0.30224, "P@10": 0.15961, "P@100": 0.0315, "P@3": 0.26587, "P@5": 0.2243, "Recall@1": 0.05751, "Recall@10": 0.27248, "Recall@100": 0.47908, "Recall@3": 0.14895, "Recall@5": 0.20121}, "wikifacts-window_4": {"MAP@1": 0.04581, "MAP@10": 0.18275, "MAP@100": 0.22283, "MAP@3": 0.11265, "MAP@5": 0.14708, "MRR@1": 0.31862, "MRR@10": 0.41484, "MRR@100": 0.42235, "MRR@3": 0.38707, "MRR@5": 0.40321, "NDCG@1": 0.31117, "NDCG@10": 0.28885, "NDCG@100": 0.36701, "NDCG@3": 0.29431, "NDCG@5": 0.28294, "P@1": 0.31916, "P@10": 0.19869, "P@100": 0.0424, "P@3": 0.29694, "P@5": 0.26136, "Recall@1": 0.04581, "Recall@10": 0.26312, "Recall@100": 0.49516, "Recall@3": 0.12776, "Recall@5": 0.18187}, "wikifacts-window_5": {"MAP@1": 0.03828, "MAP@10": 0.17747, "MAP@100": 0.22951, "MAP@3": 0.09671, "MAP@5": 0.13702, "MRR@1": 0.33128, "MRR@10": 0.425, "MRR@100": 0.43295, "MRR@3": 0.39891, "MRR@5": 0.41347, "NDCG@1": 0.32149, "NDCG@10": 0.29504, "NDCG@100": 0.37946, "NDCG@3": 0.31012, "NDCG@5": 0.29317, "P@1": 0.33073, "P@10": 0.2291, "P@100": 0.05312, "P@3": 0.31562, "P@5": 0.29197, "Recall@1": 0.03828, "Recall@10": 0.2476, "Recall@100": 0.50175, "Recall@3": 0.10896, "Recall@5": 0.16572}, "wikifacts-window_6": {"MAP@1": 0.03427, "MAP@10": 0.17493, "MAP@100": 0.23737, "MAP@3": 0.08691, "MAP@5": 0.12679, "MRR@1": 0.35202, "MRR@10": 0.44381, "MRR@100": 0.45202, "MRR@3": 0.41898, "MRR@5": 0.43291, "NDCG@1": 0.34322, "NDCG@10": 0.30909, "NDCG@100": 0.39213, "NDCG@3": 0.32946, "NDCG@5": 0.31482, "P@1": 0.35311, "P@10": 0.2569, "P@100": 0.06239, "P@3": 0.33436, "P@5": 0.31461, "Recall@1": 0.03427, "Recall@10": 0.23774, "Recall@100": 0.50656, "Recall@3": 0.09723, "Recall@5": 0.15098}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-21", "hardware": "cuda", "model_id": "sergeyzh/rubert-mini-retriever", "model_name": "rubert-mini-retriever", "notes": "", "organization": "sergeyzh", "runtime_seconds": 17050.86, "scores": {"average": {"MAP@1": 0.22761, "MAP@10": 0.3261, "MAP@100": 0.35085, "MAP@3": 0.29243, "MAP@5": 0.30959, "MRR@1": 0.41601, "MRR@10": 0.50741, "MRR@100": 0.51417, "MRR@3": 0.48572, "MRR@5": 0.4988, "NDCG@1": 0.38935, "NDCG@10": 0.42822, "NDCG@100": 0.46569, "NDCG@3": 0.41441, "NDCG@5": 0.41929, "P@1": 0.39472, "P@10": 0.14543, "P@100": 0.04493, "P@3": 0.25303, "P@5": 0.20134, "Recall@1": 0.22761, "Recall@10": 0.44476, "Recall@100": 0.61219, "Recall@3": 0.34648, "Recall@5": 0.39005}, "datasets": {"legal_search_2004": {"MAP@1": 0.04268, "MAP@10": 0.16117, "MAP@100": 0.24791, "MAP@3": 0.10558, "MAP@5": 0.12799, "MRR@1": 0.43956, "MRR@10": 0.51378, "MRR@100": 0.51963, "MRR@3": 0.49817, "MRR@5": 0.50641, "NDCG@1": 0.43956, "NDCG@10": 0.3736, "NDCG@100": 0.39254, "NDCG@3": 0.40275, "NDCG@5": 0.3916, "P@1": 0.43956, "P@10": 0.2967, "P@100": 0.09901, "P@3": 0.38095, "P@5": 0.34725, "Recall@1": 0.04268, "Recall@10": 0.21193, "Recall@100": 0.45618, "Recall@3": 0.1283, "Recall@5": 0.16039}, "legal_search_2007": {"MAP@1": 0.02762, "MAP@10": 0.0873, "MAP@100": 0.17265, "MAP@3": 0.04199, "MAP@5": 0.05648, "MRR@1": 0.44, "MRR@10": 0.53471, "MRR@100": 0.53695, "MRR@3": 0.52, "MRR@5": 0.529, "NDCG@1": 0.44, "NDCG@10": 0.33676, "NDCG@100": 0.31519, "NDCG@3": 0.36757, "NDCG@5": 0.34128, "P@1": 0.44, "P@10": 0.306, "P@100": 0.1228, "P@3": 0.34, "P@5": 0.308, "Recall@1": 0.02762, "Recall@10": 0.11273, "Recall@100": 0.33663, "Recall@3": 0.04621, "Recall@5": 0.0668}, "ru-facts": {"MAP@1": 0.82686, "MAP@10": 0.90808, "MAP@100": 0.90808, "MAP@3": 0.90704, "MAP@5": 0.90784, "MRR@1": 0.81928, "MRR@10": 0.90407, "MRR@100": 0.90407, "MRR@3": 0.90302, "MRR@5": 0.90382, "NDCG@1": 0.82686, "NDCG@10": 0.93184, "NDCG@100": 0.93184, "NDCG@3": 0.9298, "NDCG@5": 0.93126, "P@1": 0.82686, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33155, "P@5": 0.19964, "Recall@1": 0.82686, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99465, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.36482, "MAP@10": 0.54358, "MAP@100": 0.55588, "MAP@3": 0.49353, "MAP@5": 0.52554, "MRR@1": 0.51832, "MRR@10": 0.63746, "MRR@100": 0.6422, "MRR@3": 0.61357, "MRR@5": 0.63054, "NDCG@1": 0.51832, "NDCG@10": 0.62298, "NDCG@100": 0.6651, "NDCG@3": 0.55235, "NDCG@5": 0.59183, "P@1": 0.51832, "P@10": 0.12376, "P@100": 0.01538, "P@3": 0.3028, "P@5": 0.21513, "Recall@1": 0.36482, "Recall@10": 0.75763, "Recall@100": 0.92597, "Recall@3": 0.58594, "Recall@5": 0.67789}, "rus-arguana": {"MAP@1": 0.22333, "MAP@10": 0.3665, "MAP@100": 0.37864, "MAP@3": 0.31697, "MAP@5": 0.34592, "MRR@1": 0.22333, "MRR@10": 0.36649, "MRR@100": 0.37862, "MRR@3": 0.31697, "MRR@5": 0.34592, "NDCG@1": 0.22333, "NDCG@10": 0.45091, "NDCG@100": 0.50383, "NDCG@3": 0.34872, "NDCG@5": 0.40088, "P@1": 0.22333, "P@10": 0.07226, "P@100": 0.00957, "P@3": 0.14699, "P@5": 0.11351, "Recall@1": 0.22333, "Recall@10": 0.72262, "Recall@100": 0.95661, "Recall@3": 0.44097, "Recall@5": 0.56757}, "rus-fiqa": {"MAP@1": 0.10138, "MAP@10": 0.17239, "MAP@100": 0.18665, "MAP@3": 0.14876, "MAP@5": 0.16232, "MRR@1": 0.208, "MRR@10": 0.28588, "MRR@100": 0.29668, "MRR@3": 0.26233, "MRR@5": 0.27773, "NDCG@1": 0.208, "NDCG@10": 0.22935, "NDCG@100": 0.29124, "NDCG@3": 0.20052, "NDCG@5": 0.21316, "P@1": 0.208, "P@10": 0.0622, "P@100": 0.01234, "P@3": 0.12933, "P@5": 0.0984, "Recall@1": 0.10138, "Recall@10": 0.28725, "Recall@100": 0.52729, "Recall@3": 0.19062, "Recall@5": 0.23911}, "rus-nfcorpus": {"MAP@1": 0.03833, "MAP@10": 0.08025, "MAP@100": 0.09881, "MAP@3": 0.05861, "MAP@5": 0.06706, "MRR@1": 0.34056, "MRR@10": 0.42089, "MRR@100": 0.42844, "MRR@3": 0.3999, "MRR@5": 0.41336, "NDCG@1": 0.32353, "NDCG@10": 0.2388, "NDCG@100": 0.22236, "NDCG@3": 0.27581, "NDCG@5": 0.25851, "P@1": 0.34056, "P@10": 0.17554, "P@100": 0.05783, "P@3": 0.258, "P@5": 0.22229, "Recall@1": 0.03833, "Recall@10": 0.11802, "Recall@100": 0.23993, "Recall@3": 0.06684, "Recall@5": 0.08577}, "rus-quora": {"MAP@1": 0.58116, "MAP@10": 0.71432, "MAP@100": 0.72247, "MAP@3": 0.68095, "MAP@5": 0.70165, "MRR@1": 0.667, "MRR@10": 0.7499, "MRR@100": 0.75319, "MRR@3": 0.73257, "MRR@5": 0.7439, "NDCG@1": 0.6674, "NDCG@10": 0.76386, "NDCG@100": 0.7886, "NDCG@3": 0.72094, "NDCG@5": 0.74416, "P@1": 0.6674, "P@10": 0.11864, "P@100": 0.01415, "P@3": 0.31627, "P@5": 0.21304, "Recall@1": 0.58116, "Recall@10": 0.86904, "Recall@100": 0.96515, "Recall@3": 0.75199, "Recall@5": 0.81315}, "rus-scidocs": {"MAP@1": 0.02788, "MAP@10": 0.06529, "MAP@100": 0.07809, "MAP@3": 0.0461, "MAP@5": 0.05639, "MRR@1": 0.137, "MRR@10": 0.20966, "MRR@100": 0.22245, "MRR@3": 0.18133, "MRR@5": 0.19818, "NDCG@1": 0.137, "NDCG@10": 0.11617, "NDCG@100": 0.17787, "NDCG@3": 0.10596, "NDCG@5": 0.0962, "P@1": 0.137, "P@10": 0.0607, "P@100": 0.01513, "P@3": 0.097, "P@5": 0.0852, "Recall@1": 0.02788, "Recall@10": 0.12283, "Recall@100": 0.30772, "Recall@3": 0.05893, "Recall@5": 0.08638}, "rus-scifact": {"MAP@1": 0.3615, "MAP@10": 0.45582, "MAP@100": 0.46387, "MAP@3": 0.43163, "MAP@5": 0.44384, "MRR@1": 0.38667, "MRR@10": 0.47355, "MRR@100": 0.48006, "MRR@3": 0.45444, "MRR@5": 0.46461, "NDCG@1": 0.38667, "NDCG@10": 0.50483, "NDCG@100": 0.54468, "NDCG@3": 0.46144, "NDCG@5": 0.48005, "P@1": 0.38667, "P@10": 0.07233, "P@100": 0.00947, "P@3": 0.19, "P@5": 0.12533, "Recall@1": 0.3615, "Recall@10": 0.63811, "Recall@100": 0.82533, "Recall@3": 0.51967, "Recall@5": 0.567}, "rus-touche": {"MAP@1": 0.015, "MAP@10": 0.06226, "MAP@100": 0.1051, "MAP@3": 0.02898, "MAP@5": 0.04371, "MRR@1": 0.18367, "MRR@10": 0.29056, "MRR@100": 0.30628, "MRR@3": 0.2415, "MRR@5": 0.27007, "NDCG@1": 0.16327, "NDCG@10": 0.15923, "NDCG@100": 0.27704, "NDCG@3": 0.14544, "NDCG@5": 0.15421, "P@1": 0.18367, "P@10": 0.14898, "P@100": 0.06245, "P@3": 0.15646, "P@5": 0.16735, "Recall@1": 0.015, "Recall@10": 0.11443, "Recall@100": 0.38764, "Recall@3": 0.03594, "Recall@5": 0.06685}, "rus-trec-covid": {"MAP@1": 0.0014, "MAP@10": 0.00726, "MAP@100": 0.04365, "MAP@3": 0.00287, "MAP@5": 0.00429, "MRR@1": 0.5, "MRR@10": 0.64733, "MRR@100": 0.65506, "MRR@3": 0.63, "MRR@5": 0.644, "NDCG@1": 0.46, "NDCG@10": 0.40114, "NDCG@100": 0.32679, "NDCG@3": 0.43039, "NDCG@5": 0.42679, "P@1": 0.5, "P@10": 0.41, "P@100": 0.3392, "P@3": 0.45333, "P@5": 0.448, "Recall@1": 0.0014, "Recall@10": 0.00994, "Recall@100": 0.07529, "Recall@3": 0.00346, "Recall@5": 0.00551}, "rus-tydiqa": {"MAP@1": 0.3296, "MAP@10": 0.46896, "MAP@100": 0.4781, "MAP@3": 0.43589, "MAP@5": 0.45533, "MRR@1": 0.35542, "MRR@10": 0.49307, "MRR@100": 0.50041, "MRR@3": 0.46586, "MRR@5": 0.48127, "NDCG@1": 0.358, "NDCG@10": 0.53686, "NDCG@100": 0.57875, "NDCG@3": 0.47486, "NDCG@5": 0.50679, "P@1": 0.358, "P@10": 0.0815, "P@100": 0.0105, "P@3": 0.20597, "P@5": 0.14131, "Recall@1": 0.3296, "Recall@10": 0.71787, "Recall@100": 0.90677, "Recall@3": 0.55666, "Recall@5": 0.62995}, "rus-xquad": {"MAP@1": 0.89328, "MAP@10": 0.93177, "MAP@100": 0.93249, "MAP@3": 0.92787, "MAP@5": 0.93001, "MRR@1": 0.89328, "MRR@10": 0.93177, "MRR@100": 0.93249, "MRR@3": 0.92787, "MRR@5": 0.93001, "NDCG@1": 0.89328, "NDCG@10": 0.94605, "NDCG@100": 0.94873, "NDCG@3": 0.93806, "NDCG@5": 0.9419, "P@1": 0.89328, "P@10": 0.09891, "P@100": 0.01, "P@3": 0.32241, "P@5": 0.19529, "Recall@1": 0.89328, "Recall@10": 0.98908, "Recall@100": 1.0, "Recall@3": 0.96723, "Recall@5": 0.97647}, "rus-xquad-sentences": {"MAP@1": 0.72899, "MAP@10": 0.80717, "MAP@100": 0.80967, "MAP@3": 0.7944, "MAP@5": 0.80301, "MRR@1": 0.72941, "MRR@10": 0.80743, "MRR@100": 0.80992, "MRR@3": 0.79482, "MRR@5": 0.80326, "NDCG@1": 0.72941, "NDCG@10": 0.84046, "NDCG@100": 0.85169, "NDCG@3": 0.81529, "NDCG@5": 0.83071, "P@1": 0.72941, "P@10": 0.09429, "P@100": 0.00993, "P@3": 0.29188, "P@5": 0.18269, "Recall@1": 0.72899, "Recall@10": 0.94202, "Recall@100": 0.99244, "Recall@3": 0.87521, "Recall@5": 0.91261}, "ruscibench-retrieval": {"MAP@1": 0.19857, "MAP@10": 0.33185, "MAP@100": 0.37414, "MAP@3": 0.27133, "MAP@5": 0.30144, "MRR@1": 0.53623, "MRR@10": 0.6419, "MRR@100": 0.64766, "MRR@3": 0.62464, "MRR@5": 0.6342, "NDCG@1": 0.53623, "NDCG@10": 0.44322, "NDCG@100": 0.55568, "NDCG@3": 0.44975, "NDCG@5": 0.42701, "P@1": 0.53623, "P@10": 0.1771, "P@100": 0.03472, "P@3": 0.33913, "P@5": 0.26435, "Recall@1": 0.19857, "Recall@10": 0.45568, "Recall@100": 0.77409, "Recall@3": 0.30748, "Recall@5": 0.36265}, "sberquad-retrieval": {"MAP@1": 0.18864, "MAP@10": 0.48974, "MAP@100": 0.49365, "MAP@3": 0.46777, "MAP@5": 0.48305, "MRR@1": 0.68765, "MRR@10": 0.75222, "MRR@100": 0.75597, "MRR@3": 0.73769, "MRR@5": 0.74649, "NDCG@1": 0.18864, "NDCG@10": 0.58923, "NDCG@100": 0.60778, "NDCG@3": 0.54585, "NDCG@5": 0.57311, "P@1": 0.18864, "P@10": 0.0883, "P@100": 0.00969, "P@3": 0.25596, "P@5": 0.16668, "Recall@1": 0.18864, "Recall@10": 0.88304, "Recall@100": 0.96882, "Recall@3": 0.76787, "Recall@5": 0.8334}, "wikifacts-sents": {"MAP@1": 0.06667, "MAP@10": 0.10693, "MAP@100": 0.11265, "MAP@3": 0.09471, "MAP@5": 0.10155, "MRR@1": 0.11286, "MRR@10": 0.1721, "MRR@100": 0.17831, "MRR@3": 0.1566, "MRR@5": 0.16571, "NDCG@1": 0.10825, "NDCG@10": 0.14218, "NDCG@100": 0.17094, "NDCG@3": 0.12231, "NDCG@5": 0.13063, "P@1": 0.11304, "P@10": 0.03601, "P@100": 0.00654, "P@3": 0.07729, "P@5": 0.05744, "Recall@1": 0.06667, "Recall@10": 0.17764, "Recall@100": 0.28797, "Recall@3": 0.12091, "Recall@5": 0.14588}, "wikifacts-window_2": {"MAP@1": 0.0623, "MAP@10": 0.14277, "MAP@100": 0.15732, "MAP@3": 0.11199, "MAP@5": 0.12967, "MRR@1": 0.22787, "MRR@10": 0.31635, "MRR@100": 0.32385, "MRR@3": 0.29132, "MRR@5": 0.30662, "NDCG@1": 0.21639, "NDCG@10": 0.21251, "NDCG@100": 0.26415, "NDCG@3": 0.19688, "NDCG@5": 0.20058, "P@1": 0.22222, "P@10": 0.0927, "P@100": 0.01766, "P@3": 0.17092, "P@5": 0.13913, "Recall@1": 0.0623, "Recall@10": 0.22805, "Recall@100": 0.39358, "Recall@3": 0.13708, "Recall@5": 0.17976}, "wikifacts-window_3": {"MAP@1": 0.04991, "MAP@10": 0.15259, "MAP@100": 0.17684, "MAP@3": 0.10805, "MAP@5": 0.1304, "MRR@1": 0.26368, "MRR@10": 0.35522, "MRR@100": 0.363, "MRR@3": 0.32948, "MRR@5": 0.34492, "NDCG@1": 0.25623, "NDCG@10": 0.23777, "NDCG@100": 0.3029, "NDCG@3": 0.23046, "NDCG@5": 0.23047, "P@1": 0.26441, "P@10": 0.13788, "P@100": 0.02821, "P@3": 0.22962, "P@5": 0.19222, "Recall@1": 0.04991, "Recall@10": 0.23317, "Recall@100": 0.42924, "Recall@3": 0.12701, "Recall@5": 0.17089}, "wikifacts-window_4": {"MAP@1": 0.04014, "MAP@10": 0.15162, "MAP@100": 0.18583, "MAP@3": 0.09393, "MAP@5": 0.12274, "MRR@1": 0.28265, "MRR@10": 0.37389, "MRR@100": 0.3821, "MRR@3": 0.3488, "MRR@5": 0.36365, "NDCG@1": 0.27502, "NDCG@10": 0.24852, "NDCG@100": 0.32139, "NDCG@3": 0.25521, "NDCG@5": 0.24512, "P@1": 0.28356, "P@10": 0.17123, "P@100": 0.03772, "P@3": 0.2571, "P@5": 0.2267, "Recall@1": 0.04014, "Recall@10": 0.22376, "Recall@100": 0.44146, "Recall@3": 0.10856, "Recall@5": 0.15571}, "wikifacts-window_5": {"MAP@1": 0.03389, "MAP@10": 0.14741, "MAP@100": 0.19065, "MAP@3": 0.0813, "MAP@5": 0.11355, "MRR@1": 0.29755, "MRR@10": 0.38552, "MRR@100": 0.3939, "MRR@3": 0.35938, "MRR@5": 0.37422, "NDCG@1": 0.28803, "NDCG@10": 0.25522, "NDCG@100": 0.33076, "NDCG@3": 0.26979, "NDCG@5": 0.25369, "P@1": 0.29719, "P@10": 0.19895, "P@100": 0.04671, "P@3": 0.27265, "P@5": 0.25131, "Recall@1": 0.03389, "Recall@10": 0.21217, "Recall@100": 0.44136, "Recall@3": 0.09245, "Recall@5": 0.1404}, "wikifacts-window_6": {"MAP@1": 0.03109, "MAP@10": 0.14524, "MAP@100": 0.19635, "MAP@3": 0.07567, "MAP@5": 0.10673, "MRR@1": 0.31827, "MRR@10": 0.4066, "MRR@100": 0.41459, "MRR@3": 0.38136, "MRR@5": 0.39448, "NDCG@1": 0.31156, "NDCG@10": 0.26755, "NDCG@100": 0.34097, "NDCG@3": 0.2913, "NDCG@5": 0.27365, "P@1": 0.32118, "P@10": 0.22099, "P@100": 0.05427, "P@3": 0.29408, "P@5": 0.27059, "Recall@1": 0.03109, "Recall@10": 0.20254, "Recall@100": 0.44099, "Recall@3": 0.08513, "Recall@5": 0.12877}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-22", "hardware": "cuda", "model_id": "sergeyzh/rubert-tiny-retriever", "model_name": "rubert-tiny-retriever", "notes": "", "organization": "sergeyzh", "runtime_seconds": 45720.55, "scores": {"average": {"MAP@1": 0.21761, "MAP@10": 0.30673, "MAP@100": 0.32791, "MAP@3": 0.27655, "MAP@5": 0.29214, "MRR@1": 0.38582, "MRR@10": 0.47722, "MRR@100": 0.4839, "MRR@3": 0.45458, "MRR@5": 0.46804, "NDCG@1": 0.36136, "NDCG@10": 0.40404, "NDCG@100": 0.43897, "NDCG@3": 0.38927, "NDCG@5": 0.39519, "P@1": 0.36549, "P@10": 0.13515, "P@100": 0.04347, "P@3": 0.23569, "P@5": 0.18702, "Recall@1": 0.21761, "Recall@10": 0.42324, "Recall@100": 0.58191, "Recall@3": 0.3275, "Recall@5": 0.36943}, "datasets": {"legal_search_2004": {"MAP@1": 0.04561, "MAP@10": 0.13845, "MAP@100": 0.21032, "MAP@3": 0.09281, "MAP@5": 0.11191, "MRR@1": 0.38462, "MRR@10": 0.4751, "MRR@100": 0.48242, "MRR@3": 0.45421, "MRR@5": 0.46465, "NDCG@1": 0.38462, "NDCG@10": 0.33085, "NDCG@100": 0.35795, "NDCG@3": 0.3724, "NDCG@5": 0.35692, "P@1": 0.38462, "P@10": 0.25934, "P@100": 0.09231, "P@3": 0.35531, "P@5": 0.31648, "Recall@1": 0.04561, "Recall@10": 0.1798, "Recall@100": 0.43553, "Recall@3": 0.10232, "Recall@5": 0.13179}, "legal_search_2007": {"MAP@1": 0.02089, "MAP@10": 0.07194, "MAP@100": 0.13881, "MAP@3": 0.03427, "MAP@5": 0.05017, "MRR@1": 0.28, "MRR@10": 0.403, "MRR@100": 0.40832, "MRR@3": 0.38, "MRR@5": 0.398, "NDCG@1": 0.28, "NDCG@10": 0.26467, "NDCG@100": 0.27282, "NDCG@3": 0.28042, "NDCG@5": 0.29028, "P@1": 0.28, "P@10": 0.24, "P@100": 0.109, "P@3": 0.28, "P@5": 0.288, "Recall@1": 0.02089, "Recall@10": 0.09636, "Recall@100": 0.30602, "Recall@3": 0.03954, "Recall@5": 0.06479}, "ru-facts": {"MAP@1": 0.82776, "MAP@10": 0.90811, "MAP@100": 0.90815, "MAP@3": 0.90718, "MAP@5": 0.90799, "MRR@1": 0.81972, "MRR@10": 0.90395, "MRR@100": 0.90399, "MRR@3": 0.90302, "MRR@5": 0.90382, "NDCG@1": 0.82776, "NDCG@10": 0.93165, "NDCG@100": 0.93177, "NDCG@3": 0.9299, "NDCG@5": 0.93136, "P@1": 0.82776, "P@10": 0.09991, "P@100": 0.01, "P@3": 0.33155, "P@5": 0.19964, "Recall@1": 0.82776, "Recall@10": 0.99911, "Recall@100": 0.99955, "Recall@3": 0.99465, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.31729, "MAP@10": 0.48415, "MAP@100": 0.49691, "MAP@3": 0.43618, "MAP@5": 0.46534, "MRR@1": 0.46099, "MRR@10": 0.58369, "MRR@100": 0.58891, "MRR@3": 0.55693, "MRR@5": 0.57434, "NDCG@1": 0.46099, "NDCG@10": 0.56717, "NDCG@100": 0.61271, "NDCG@3": 0.49479, "NDCG@5": 0.53269, "P@1": 0.46099, "P@10": 0.1146, "P@100": 0.01484, "P@3": 0.27384, "P@5": 0.19622, "Recall@1": 0.31729, "Recall@10": 0.71052, "Recall@100": 0.8933, "Recall@3": 0.53063, "Recall@5": 0.61998}, "rus-arguana": {"MAP@1": 0.20341, "MAP@10": 0.35077, "MAP@100": 0.36195, "MAP@3": 0.30133, "MAP@5": 0.32754, "MRR@1": 0.2027, "MRR@10": 0.35041, "MRR@100": 0.3616, "MRR@3": 0.30097, "MRR@5": 0.32718, "NDCG@1": 0.20341, "NDCG@10": 0.4388, "NDCG@100": 0.48941, "NDCG@3": 0.33487, "NDCG@5": 0.38207, "P@1": 0.20341, "P@10": 0.07233, "P@100": 0.00952, "P@3": 0.14414, "P@5": 0.10939, "Recall@1": 0.20341, "Recall@10": 0.72333, "Recall@100": 0.95164, "Recall@3": 0.43243, "Recall@5": 0.54694}, "rus-fiqa": {"MAP@1": 0.08114, "MAP@10": 0.13049, "MAP@100": 0.14223, "MAP@3": 0.11213, "MAP@5": 0.11927, "MRR@1": 0.164, "MRR@10": 0.22222, "MRR@100": 0.23106, "MRR@3": 0.201, "MRR@5": 0.2098, "NDCG@1": 0.164, "NDCG@10": 0.17967, "NDCG@100": 0.2342, "NDCG@3": 0.14994, "NDCG@5": 0.15637, "P@1": 0.164, "P@10": 0.051, "P@100": 0.01066, "P@3": 0.09533, "P@5": 0.0728, "Recall@1": 0.08114, "Recall@10": 0.23628, "Recall@100": 0.45292, "Recall@3": 0.14483, "Recall@5": 0.16852}, "rus-nfcorpus": {"MAP@1": 0.04307, "MAP@10": 0.08005, "MAP@100": 0.09844, "MAP@3": 0.0634, "MAP@5": 0.07048, "MRR@1": 0.33127, "MRR@10": 0.40601, "MRR@100": 0.41281, "MRR@3": 0.38545, "MRR@5": 0.39659, "NDCG@1": 0.31734, "NDCG@10": 0.22953, "NDCG@100": 0.21194, "NDCG@3": 0.27192, "NDCG@5": 0.25279, "P@1": 0.33127, "P@10": 0.16192, "P@100": 0.05427, "P@3": 0.24768, "P@5": 0.21115, "Recall@1": 0.04307, "Recall@10": 0.10799, "Recall@100": 0.21812, "Recall@3": 0.07024, "Recall@5": 0.08259}, "rus-quora": {"MAP@1": 0.57666, "MAP@10": 0.70763, "MAP@100": 0.71578, "MAP@3": 0.67451, "MAP@5": 0.69459, "MRR@1": 0.6618, "MRR@10": 0.74684, "MRR@100": 0.75012, "MRR@3": 0.73033, "MRR@5": 0.7405, "NDCG@1": 0.6624, "NDCG@10": 0.75852, "NDCG@100": 0.78299, "NDCG@3": 0.71601, "NDCG@5": 0.73782, "P@1": 0.6624, "P@10": 0.11778, "P@100": 0.01406, "P@3": 0.31327, "P@5": 0.21072, "Recall@1": 0.57666, "Recall@10": 0.86468, "Recall@100": 0.95878, "Recall@3": 0.74818, "Recall@5": 0.8051}, "rus-scidocs": {"MAP@1": 0.02188, "MAP@10": 0.0552, "MAP@100": 0.06606, "MAP@3": 0.03972, "MAP@5": 0.0465, "MRR@1": 0.107, "MRR@10": 0.1825, "MRR@100": 0.19289, "MRR@3": 0.15667, "MRR@5": 0.16882, "NDCG@1": 0.107, "NDCG@10": 0.10217, "NDCG@100": 0.15524, "NDCG@3": 0.09334, "NDCG@5": 0.08096, "P@1": 0.107, "P@10": 0.0552, "P@100": 0.01333, "P@3": 0.08933, "P@5": 0.0718, "Recall@1": 0.02188, "Recall@10": 0.11178, "Recall@100": 0.27063, "Recall@3": 0.05438, "Recall@5": 0.07278}, "rus-scifact": {"MAP@1": 0.38333, "MAP@10": 0.45926, "MAP@100": 0.46816, "MAP@3": 0.42681, "MAP@5": 0.44824, "MRR@1": 0.40333, "MRR@10": 0.47276, "MRR@100": 0.48083, "MRR@3": 0.44722, "MRR@5": 0.46339, "NDCG@1": 0.40333, "NDCG@10": 0.50218, "NDCG@100": 0.54434, "NDCG@3": 0.44618, "NDCG@5": 0.47896, "P@1": 0.40333, "P@10": 0.06967, "P@100": 0.00917, "P@3": 0.17222, "P@5": 0.12333, "Recall@1": 0.38333, "Recall@10": 0.62233, "Recall@100": 0.81633, "Recall@3": 0.47861, "Recall@5": 0.55622}, "rus-touche": {"MAP@1": 0.01978, "MAP@10": 0.06205, "MAP@100": 0.09843, "MAP@3": 0.03472, "MAP@5": 0.04355, "MRR@1": 0.26531, "MRR@10": 0.36108, "MRR@100": 0.37753, "MRR@3": 0.33333, "MRR@5": 0.34762, "NDCG@1": 0.2551, "NDCG@10": 0.16694, "NDCG@100": 0.2685, "NDCG@3": 0.1923, "NDCG@5": 0.17359, "P@1": 0.26531, "P@10": 0.14286, "P@100": 0.05796, "P@3": 0.19048, "P@5": 0.16327, "Recall@1": 0.01978, "Recall@10": 0.10974, "Recall@100": 0.35707, "Recall@3": 0.04249, "Recall@5": 0.06124}, "rus-trec-covid": {"MAP@1": 0.00128, "MAP@10": 0.00891, "MAP@100": 0.05006, "MAP@3": 0.0033, "MAP@5": 0.00479, "MRR@1": 0.46, "MRR@10": 0.64867, "MRR@100": 0.65111, "MRR@3": 0.62, "MRR@5": 0.642, "NDCG@1": 0.43, "NDCG@10": 0.43908, "NDCG@100": 0.35257, "NDCG@3": 0.43642, "NDCG@5": 0.43214, "P@1": 0.46, "P@10": 0.48, "P@100": 0.3704, "P@3": 0.47333, "P@5": 0.46, "Recall@1": 0.00128, "Recall@10": 0.0125, "Recall@100": 0.08444, "Recall@3": 0.00408, "Recall@5": 0.00621}, "rus-tydiqa": {"MAP@1": 0.27926, "MAP@10": 0.41075, "MAP@100": 0.42197, "MAP@3": 0.37873, "MAP@5": 0.39781, "MRR@1": 0.30293, "MRR@10": 0.43501, "MRR@100": 0.44425, "MRR@3": 0.4072, "MRR@5": 0.42334, "NDCG@1": 0.30293, "NDCG@10": 0.47652, "NDCG@100": 0.52607, "NDCG@3": 0.41514, "NDCG@5": 0.44748, "P@1": 0.30293, "P@10": 0.0741, "P@100": 0.01005, "P@3": 0.18216, "P@5": 0.12702, "Recall@1": 0.27926, "Recall@10": 0.65232, "Recall@100": 0.8722, "Recall@3": 0.49168, "Recall@5": 0.56727}, "rus-xquad": {"MAP@1": 0.87731, "MAP@10": 0.9172, "MAP@100": 0.91819, "MAP@3": 0.91134, "MAP@5": 0.91513, "MRR@1": 0.87731, "MRR@10": 0.9172, "MRR@100": 0.91819, "MRR@3": 0.91134, "MRR@5": 0.91513, "NDCG@1": 0.87731, "NDCG@10": 0.9337, "NDCG@100": 0.93754, "NDCG@3": 0.92206, "NDCG@5": 0.92875, "P@1": 0.87731, "P@10": 0.0984, "P@100": 0.01, "P@3": 0.31765, "P@5": 0.19378, "Recall@1": 0.87731, "Recall@10": 0.98403, "Recall@100": 1.0, "Recall@3": 0.95294, "Recall@5": 0.96891}, "rus-xquad-sentences": {"MAP@1": 0.7105, "MAP@10": 0.79157, "MAP@100": 0.79369, "MAP@3": 0.77395, "MAP@5": 0.78697, "MRR@1": 0.71092, "MRR@10": 0.79199, "MRR@100": 0.79405, "MRR@3": 0.77437, "MRR@5": 0.78739, "NDCG@1": 0.71092, "NDCG@10": 0.82895, "NDCG@100": 0.83836, "NDCG@3": 0.79446, "NDCG@5": 0.81797, "P@1": 0.71092, "P@10": 0.09445, "P@100": 0.00987, "P@3": 0.28459, "P@5": 0.18218, "Recall@1": 0.7105, "Recall@10": 0.94412, "Recall@100": 0.98655, "Recall@3": 0.85336, "Recall@5": 0.9105}, "ruscibench-retrieval": {"MAP@1": 0.16222, "MAP@10": 0.27235, "MAP@100": 0.30273, "MAP@3": 0.22188, "MAP@5": 0.24893, "MRR@1": 0.44348, "MRR@10": 0.5451, "MRR@100": 0.55164, "MRR@3": 0.51159, "MRR@5": 0.53377, "NDCG@1": 0.44348, "NDCG@10": 0.37268, "NDCG@100": 0.47041, "NDCG@3": 0.36513, "NDCG@5": 0.35908, "P@1": 0.44348, "P@10": 0.14899, "P@100": 0.0298, "P@3": 0.27246, "P@5": 0.22029, "Recall@1": 0.16222, "Recall@10": 0.39264, "Recall@100": 0.6833, "Recall@3": 0.25651, "Recall@5": 0.31842}, "sberquad-retrieval": {"MAP@1": 0.17911, "MAP@10": 0.47054, "MAP@100": 0.4748, "MAP@3": 0.44649, "MAP@5": 0.46172, "MRR@1": 0.66144, "MRR@10": 0.72364, "MRR@100": 0.72774, "MRR@3": 0.70588, "MRR@5": 0.71686, "NDCG@1": 0.17911, "NDCG@10": 0.56947, "NDCG@100": 0.58988, "NDCG@3": 0.52118, "NDCG@5": 0.54839, "P@1": 0.17911, "P@10": 0.08636, "P@100": 0.00958, "P@3": 0.24451, "P@5": 0.15981, "Recall@1": 0.17911, "Recall@10": 0.86358, "Recall@100": 0.9583, "Recall@3": 0.73352, "Recall@5": 0.79905}, "wikifacts-sents": {"MAP@1": 0.06247, "MAP@10": 0.10078, "MAP@100": 0.10556, "MAP@3": 0.09058, "MAP@5": 0.09662, "MRR@1": 0.10617, "MRR@10": 0.16392, "MRR@100": 0.16944, "MRR@3": 0.15033, "MRR@5": 0.1586, "NDCG@1": 0.1021, "NDCG@10": 0.13395, "NDCG@100": 0.15917, "NDCG@3": 0.11793, "NDCG@5": 0.12505, "P@1": 0.10617, "P@10": 0.03324, "P@100": 0.00587, "P@3": 0.07403, "P@5": 0.05422, "Recall@1": 0.06247, "Recall@10": 0.16484, "Recall@100": 0.26415, "Recall@3": 0.11838, "Recall@5": 0.14036}, "wikifacts-window_2": {"MAP@1": 0.05473, "MAP@10": 0.12429, "MAP@100": 0.13573, "MAP@3": 0.09749, "MAP@5": 0.11261, "MRR@1": 0.19891, "MRR@10": 0.28316, "MRR@100": 0.29026, "MRR@3": 0.25935, "MRR@5": 0.27357, "NDCG@1": 0.18871, "NDCG@10": 0.18832, "NDCG@100": 0.23234, "NDCG@3": 0.17308, "NDCG@5": 0.17647, "P@1": 0.19508, "P@10": 0.08171, "P@100": 0.01523, "P@3": 0.15082, "P@5": 0.12175, "Recall@1": 0.05473, "Recall@10": 0.20472, "Recall@100": 0.34752, "Recall@3": 0.12181, "Recall@5": 0.15932}, "wikifacts-window_3": {"MAP@1": 0.04497, "MAP@10": 0.13159, "MAP@100": 0.15059, "MAP@3": 0.09448, "MAP@5": 0.11308, "MRR@1": 0.24059, "MRR@10": 0.32227, "MRR@100": 0.33008, "MRR@3": 0.2983, "MRR@5": 0.31284, "NDCG@1": 0.2345, "NDCG@10": 0.20823, "NDCG@100": 0.26397, "NDCG@3": 0.20411, "NDCG@5": 0.20249, "P@1": 0.24186, "P@10": 0.11844, "P@100": 0.02401, "P@3": 0.20131, "P@5": 0.16683, "Recall@1": 0.04497, "Recall@10": 0.20338, "Recall@100": 0.37278, "Recall@3": 0.11074, "Recall@5": 0.14945}, "wikifacts-window_4": {"MAP@1": 0.03552, "MAP@10": 0.12993, "MAP@100": 0.15697, "MAP@3": 0.08284, "MAP@5": 0.10638, "MRR@1": 0.25032, "MRR@10": 0.33403, "MRR@100": 0.34219, "MRR@3": 0.31023, "MRR@5": 0.32396, "NDCG@1": 0.24514, "NDCG@10": 0.21661, "NDCG@100": 0.27901, "NDCG@3": 0.22696, "NDCG@5": 0.21552, "P@1": 0.25286, "P@10": 0.14741, "P@100": 0.03219, "P@3": 0.22828, "P@5": 0.19804, "Recall@1": 0.03552, "Recall@10": 0.19416, "Recall@100": 0.38274, "Recall@3": 0.09601, "Recall@5": 0.13616}, "wikifacts-window_5": {"MAP@1": 0.03011, "MAP@10": 0.1257, "MAP@100": 0.161, "MAP@3": 0.07147, "MAP@5": 0.09814, "MRR@1": 0.26491, "MRR@10": 0.3458, "MRR@100": 0.35415, "MRR@3": 0.32267, "MRR@5": 0.33529, "NDCG@1": 0.25839, "NDCG@10": 0.22213, "NDCG@100": 0.28818, "NDCG@3": 0.23945, "NDCG@5": 0.2226, "P@1": 0.26636, "P@10": 0.17117, "P@100": 0.04035, "P@3": 0.2411, "P@5": 0.21831, "Recall@1": 0.03011, "Recall@10": 0.18256, "Recall@100": 0.38487, "Recall@3": 0.08134, "Recall@5": 0.12141}, "wikifacts-window_6": {"MAP@1": 0.02674, "MAP@10": 0.12308, "MAP@100": 0.1655, "MAP@3": 0.06507, "MAP@5": 0.09157, "MRR@1": 0.27617, "MRR@10": 0.35775, "MRR@100": 0.36611, "MRR@3": 0.33497, "MRR@5": 0.34746, "NDCG@1": 0.27273, "NDCG@10": 0.23116, "NDCG@100": 0.29705, "NDCG@3": 0.25526, "NDCG@5": 0.23971, "P@1": 0.28017, "P@10": 0.18958, "P@100": 0.04734, "P@3": 0.25755, "P@5": 0.23644, "Recall@1": 0.02674, "Recall@10": 0.17364, "Recall@100": 0.38716, "Recall@3": 0.07375, "Recall@5": 0.11156}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-22", "hardware": "cuda", "model_id": "sergeyzh/rubert-tiny-turbo", "model_name": "rubert-tiny-turbo", "notes": "", "organization": "sergeyzh", "runtime_seconds": 12227.61, "scores": {"average": {"MAP@1": 0.20372, "MAP@10": 0.28598, "MAP@100": 0.30195, "MAP@3": 0.25938, "MAP@5": 0.27329, "MRR@1": 0.35793, "MRR@10": 0.44342, "MRR@100": 0.45078, "MRR@3": 0.41969, "MRR@5": 0.43351, "NDCG@1": 0.33414, "NDCG@10": 0.36993, "NDCG@100": 0.40387, "NDCG@3": 0.35688, "NDCG@5": 0.36169, "P@1": 0.33842, "P@10": 0.11487, "P@100": 0.03262, "P@3": 0.21056, "P@5": 0.16449, "Recall@1": 0.20372, "Recall@10": 0.39995, "Recall@100": 0.55291, "Recall@3": 0.30915, "Recall@5": 0.34816}, "datasets": {"legal_search_2004": {"MAP@1": 0.03316, "MAP@10": 0.081, "MAP@100": 0.11311, "MAP@3": 0.05905, "MAP@5": 0.06772, "MRR@1": 0.34066, "MRR@10": 0.40897, "MRR@100": 0.41609, "MRR@3": 0.39377, "MRR@5": 0.40201, "NDCG@1": 0.34066, "NDCG@10": 0.22283, "NDCG@100": 0.24584, "NDCG@3": 0.28179, "NDCG@5": 0.25061, "P@1": 0.34066, "P@10": 0.16154, "P@100": 0.05802, "P@3": 0.26374, "P@5": 0.21099, "Recall@1": 0.03316, "Recall@10": 0.11306, "Recall@100": 0.31747, "Recall@3": 0.06459, "Recall@5": 0.08148}, "legal_search_2007": {"MAP@1": 0.01636, "MAP@10": 0.03869, "MAP@100": 0.0669, "MAP@3": 0.02345, "MAP@5": 0.02942, "MRR@1": 0.18, "MRR@10": 0.24911, "MRR@100": 0.25502, "MRR@3": 0.21, "MRR@5": 0.233, "NDCG@1": 0.18, "NDCG@10": 0.13567, "NDCG@100": 0.15423, "NDCG@3": 0.13919, "NDCG@5": 0.14019, "P@1": 0.18, "P@10": 0.12, "P@100": 0.0562, "P@3": 0.12667, "P@5": 0.128, "Recall@1": 0.01636, "Recall@10": 0.05556, "Recall@100": 0.17736, "Recall@3": 0.02663, "Recall@5": 0.03592}, "ru-facts": {"MAP@1": 0.82686, "MAP@10": 0.90812, "MAP@100": 0.90812, "MAP@3": 0.90711, "MAP@5": 0.90802, "MRR@1": 0.81928, "MRR@10": 0.90411, "MRR@100": 0.90411, "MRR@3": 0.90309, "MRR@5": 0.90401, "NDCG@1": 0.82686, "NDCG@10": 0.93178, "NDCG@100": 0.93178, "NDCG@3": 0.92986, "NDCG@5": 0.93151, "P@1": 0.82686, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.33155, "P@5": 0.19973, "Recall@1": 0.82686, "Recall@10": 0.99955, "Recall@100": 0.99955, "Recall@3": 0.99465, "Recall@5": 0.99866}, "rubq": {"MAP@1": 0.2673, "MAP@10": 0.41886, "MAP@100": 0.43255, "MAP@3": 0.37008, "MAP@5": 0.39877, "MRR@1": 0.39243, "MRR@10": 0.51812, "MRR@100": 0.52397, "MRR@3": 0.48867, "MRR@5": 0.50614, "NDCG@1": 0.39243, "NDCG@10": 0.50403, "NDCG@100": 0.55552, "NDCG@3": 0.42729, "NDCG@5": 0.46534, "P@1": 0.39243, "P@10": 0.10621, "P@100": 0.01436, "P@3": 0.23995, "P@5": 0.17553, "Recall@1": 0.2673, "Recall@10": 0.65329, "Recall@100": 0.86565, "Recall@3": 0.46309, "Recall@5": 0.55128}, "rus-arguana": {"MAP@1": 0.19203, "MAP@10": 0.32283, "MAP@100": 0.33576, "MAP@3": 0.27821, "MAP@5": 0.30307, "MRR@1": 0.19203, "MRR@10": 0.32283, "MRR@100": 0.33575, "MRR@3": 0.27821, "MRR@5": 0.30307, "NDCG@1": 0.19203, "NDCG@10": 0.40027, "NDCG@100": 0.45943, "NDCG@3": 0.30733, "NDCG@5": 0.35229, "P@1": 0.19203, "P@10": 0.06501, "P@100": 0.00918, "P@3": 0.13063, "P@5": 0.10028, "Recall@1": 0.19203, "Recall@10": 0.65007, "Recall@100": 0.91821, "Recall@3": 0.39189, "Recall@5": 0.50142}, "rus-fiqa": {"MAP@1": 0.05773, "MAP@10": 0.09414, "MAP@100": 0.10459, "MAP@3": 0.07721, "MAP@5": 0.08452, "MRR@1": 0.126, "MRR@10": 0.17719, "MRR@100": 0.18587, "MRR@3": 0.15333, "MRR@5": 0.16423, "NDCG@1": 0.126, "NDCG@10": 0.13704, "NDCG@100": 0.18821, "NDCG@3": 0.10713, "NDCG@5": 0.11504, "P@1": 0.126, "P@10": 0.0408, "P@100": 0.00924, "P@3": 0.07133, "P@5": 0.0544, "Recall@1": 0.05773, "Recall@10": 0.18639, "Recall@100": 0.39169, "Recall@3": 0.09654, "Recall@5": 0.12511}, "rus-nfcorpus": {"MAP@1": 0.02514, "MAP@10": 0.05481, "MAP@100": 0.06832, "MAP@3": 0.04219, "MAP@5": 0.0486, "MRR@1": 0.26316, "MRR@10": 0.33714, "MRR@100": 0.34544, "MRR@3": 0.31476, "MRR@5": 0.33024, "NDCG@1": 0.24768, "NDCG@10": 0.18009, "NDCG@100": 0.17067, "NDCG@3": 0.21033, "NDCG@5": 0.19955, "P@1": 0.26316, "P@10": 0.13406, "P@100": 0.04672, "P@3": 0.19814, "P@5": 0.17337, "Recall@1": 0.02514, "Recall@10": 0.07987, "Recall@100": 0.19272, "Recall@3": 0.05263, "Recall@5": 0.06511}, "rus-quora": {"MAP@1": 0.56696, "MAP@10": 0.69847, "MAP@100": 0.70644, "MAP@3": 0.66582, "MAP@5": 0.68508, "MRR@1": 0.65, "MRR@10": 0.73624, "MRR@100": 0.73944, "MRR@3": 0.7192, "MRR@5": 0.72977, "NDCG@1": 0.6504, "NDCG@10": 0.75005, "NDCG@100": 0.77474, "NDCG@3": 0.70692, "NDCG@5": 0.72836, "P@1": 0.6504, "P@10": 0.11664, "P@100": 0.01399, "P@3": 0.3102, "P@5": 0.20744, "Recall@1": 0.56696, "Recall@10": 0.85969, "Recall@100": 0.95577, "Recall@3": 0.74142, "Recall@5": 0.79848}, "rus-scidocs": {"MAP@1": 0.02042, "MAP@10": 0.04926, "MAP@100": 0.0593, "MAP@3": 0.03645, "MAP@5": 0.04346, "MRR@1": 0.1, "MRR@10": 0.16512, "MRR@100": 0.17583, "MRR@3": 0.14217, "MRR@5": 0.15592, "NDCG@1": 0.1, "NDCG@10": 0.09018, "NDCG@100": 0.14133, "NDCG@3": 0.08497, "NDCG@5": 0.07577, "P@1": 0.1, "P@10": 0.0473, "P@100": 0.01232, "P@3": 0.081, "P@5": 0.0682, "Recall@1": 0.02042, "Recall@10": 0.09577, "Recall@100": 0.24988, "Recall@3": 0.04937, "Recall@5": 0.06912}, "rus-scifact": {"MAP@1": 0.29528, "MAP@10": 0.38024, "MAP@100": 0.3895, "MAP@3": 0.35346, "MAP@5": 0.36605, "MRR@1": 0.32, "MRR@10": 0.39894, "MRR@100": 0.40679, "MRR@3": 0.37667, "MRR@5": 0.38733, "NDCG@1": 0.32, "NDCG@10": 0.42973, "NDCG@100": 0.47153, "NDCG@3": 0.3777, "NDCG@5": 0.39778, "P@1": 0.32, "P@10": 0.064, "P@100": 0.00857, "P@3": 0.15444, "P@5": 0.104, "Recall@1": 0.29528, "Recall@10": 0.56733, "Recall@100": 0.75811, "Recall@3": 0.42233, "Recall@5": 0.47261}, "rus-touche": {"MAP@1": 0.01287, "MAP@10": 0.0433, "MAP@100": 0.06262, "MAP@3": 0.0259, "MAP@5": 0.03448, "MRR@1": 0.18367, "MRR@10": 0.27124, "MRR@100": 0.29014, "MRR@3": 0.2381, "MRR@5": 0.24728, "NDCG@1": 0.17347, "NDCG@10": 0.11378, "NDCG@100": 0.17526, "NDCG@3": 0.13484, "NDCG@5": 0.12383, "P@1": 0.18367, "P@10": 0.1, "P@100": 0.03878, "P@3": 0.13605, "P@5": 0.12245, "Recall@1": 0.01287, "Recall@10": 0.07533, "Recall@100": 0.24836, "Recall@3": 0.03218, "Recall@5": 0.04888}, "rus-trec-covid": {"MAP@1": 0.00119, "MAP@10": 0.00581, "MAP@100": 0.02721, "MAP@3": 0.00241, "MAP@5": 0.00355, "MRR@1": 0.46, "MRR@10": 0.58256, "MRR@100": 0.59303, "MRR@3": 0.55, "MRR@5": 0.577, "NDCG@1": 0.43, "NDCG@10": 0.34138, "NDCG@100": 0.2371, "NDCG@3": 0.38039, "NDCG@5": 0.37298, "P@1": 0.46, "P@10": 0.36, "P@100": 0.2384, "P@3": 0.38667, "P@5": 0.388, "Recall@1": 0.00119, "Recall@10": 0.00844, "Recall@100": 0.05323, "Recall@3": 0.00288, "Recall@5": 0.00473}, "rus-tydiqa": {"MAP@1": 0.22361, "MAP@10": 0.33901, "MAP@100": 0.35012, "MAP@3": 0.30245, "MAP@5": 0.32476, "MRR@1": 0.24096, "MRR@10": 0.36039, "MRR@100": 0.36936, "MRR@3": 0.32674, "MRR@5": 0.34623, "NDCG@1": 0.24355, "NDCG@10": 0.4046, "NDCG@100": 0.45675, "NDCG@3": 0.33332, "NDCG@5": 0.37182, "P@1": 0.24355, "P@10": 0.06661, "P@100": 0.0095, "P@3": 0.14773, "P@5": 0.11015, "Recall@1": 0.22361, "Recall@10": 0.58448, "Recall@100": 0.82415, "Recall@3": 0.3996, "Recall@5": 0.48838}, "rus-xquad": {"MAP@1": 0.83613, "MAP@10": 0.89504, "MAP@100": 0.89584, "MAP@3": 0.88838, "MAP@5": 0.89338, "MRR@1": 0.83613, "MRR@10": 0.89504, "MRR@100": 0.89584, "MRR@3": 0.88838, "MRR@5": 0.89338, "NDCG@1": 0.83613, "NDCG@10": 0.91685, "NDCG@100": 0.92028, "NDCG@3": 0.90379, "NDCG@5": 0.91279, "P@1": 0.83613, "P@10": 0.09824, "P@100": 0.00997, "P@3": 0.31597, "P@5": 0.19395, "Recall@1": 0.83613, "Recall@10": 0.98235, "Recall@100": 0.99748, "Recall@3": 0.9479, "Recall@5": 0.96975}, "rus-xquad-sentences": {"MAP@1": 0.71303, "MAP@10": 0.79199, "MAP@100": 0.79438, "MAP@3": 0.77871, "MAP@5": 0.78661, "MRR@1": 0.71345, "MRR@10": 0.79241, "MRR@100": 0.79476, "MRR@3": 0.77913, "MRR@5": 0.78703, "NDCG@1": 0.71345, "NDCG@10": 0.82679, "NDCG@100": 0.8377, "NDCG@3": 0.79954, "NDCG@5": 0.81375, "P@1": 0.71345, "P@10": 0.09345, "P@100": 0.00984, "P@3": 0.28655, "P@5": 0.17882, "Recall@1": 0.71303, "Recall@10": 0.93403, "Recall@100": 0.98319, "Recall@3": 0.85924, "Recall@5": 0.8937}, "ruscibench-retrieval": {"MAP@1": 0.15429, "MAP@10": 0.24001, "MAP@100": 0.2638, "MAP@3": 0.20289, "MAP@5": 0.22112, "MRR@1": 0.4058, "MRR@10": 0.51234, "MRR@100": 0.51869, "MRR@3": 0.48406, "MRR@5": 0.50217, "NDCG@1": 0.4058, "NDCG@10": 0.33361, "NDCG@100": 0.41662, "NDCG@3": 0.33735, "NDCG@5": 0.32161, "P@1": 0.4058, "P@10": 0.12406, "P@100": 0.02501, "P@3": 0.24928, "P@5": 0.18899, "Recall@1": 0.15429, "Recall@10": 0.34862, "Recall@100": 0.59973, "Recall@3": 0.23581, "Recall@5": 0.28316}, "sberquad-retrieval": {"MAP@1": 0.17355, "MAP@10": 0.45318, "MAP@100": 0.45836, "MAP@3": 0.42898, "MAP@5": 0.44456, "MRR@1": 0.63205, "MRR@10": 0.69482, "MRR@100": 0.69952, "MRR@3": 0.67633, "MRR@5": 0.68731, "NDCG@1": 0.17355, "NDCG@10": 0.54877, "NDCG@100": 0.57362, "NDCG@3": 0.50014, "NDCG@5": 0.52807, "P@1": 0.17355, "P@10": 0.08334, "P@100": 0.00949, "P@3": 0.23411, "P@5": 0.15397, "Recall@1": 0.17355, "Recall@10": 0.8334, "Recall@100": 0.94897, "Recall@3": 0.70234, "Recall@5": 0.76986}, "wikifacts-sents": {"MAP@1": 0.07025, "MAP@10": 0.1108, "MAP@100": 0.11635, "MAP@3": 0.09881, "MAP@5": 0.10522, "MRR@1": 0.11955, "MRR@10": 0.17955, "MRR@100": 0.18541, "MRR@3": 0.16377, "MRR@5": 0.17324, "NDCG@1": 0.11584, "NDCG@10": 0.14698, "NDCG@100": 0.17478, "NDCG@3": 0.12794, "NDCG@5": 0.13555, "P@1": 0.11973, "P@10": 0.03693, "P@100": 0.00655, "P@3": 0.0797, "P@5": 0.05885, "Recall@1": 0.07025, "Recall@10": 0.18211, "Recall@100": 0.28922, "Recall@3": 0.127, "Recall@5": 0.14985}, "wikifacts-window_2": {"MAP@1": 0.05933, "MAP@10": 0.13583, "MAP@100": 0.14876, "MAP@3": 0.10739, "MAP@5": 0.12345, "MRR@1": 0.2173, "MRR@10": 0.30578, "MRR@100": 0.31314, "MRR@3": 0.281, "MRR@5": 0.29591, "NDCG@1": 0.20747, "NDCG@10": 0.20375, "NDCG@100": 0.25112, "NDCG@3": 0.1898, "NDCG@5": 0.19214, "P@1": 0.2133, "P@10": 0.08823, "P@100": 0.01646, "P@3": 0.16491, "P@5": 0.13297, "Recall@1": 0.05933, "Recall@10": 0.21868, "Recall@100": 0.37246, "Recall@3": 0.13258, "Recall@5": 0.17113}, "wikifacts-window_3": {"MAP@1": 0.04678, "MAP@10": 0.13857, "MAP@100": 0.15951, "MAP@3": 0.09901, "MAP@5": 0.11874, "MRR@1": 0.24859, "MRR@10": 0.33535, "MRR@100": 0.34296, "MRR@3": 0.30887, "MRR@5": 0.32508, "NDCG@1": 0.2405, "NDCG@10": 0.21888, "NDCG@100": 0.27845, "NDCG@3": 0.21274, "NDCG@5": 0.21272, "P@1": 0.2475, "P@10": 0.12535, "P@100": 0.02554, "P@3": 0.21095, "P@5": 0.17694, "Recall@1": 0.04678, "Recall@10": 0.21445, "Recall@100": 0.3944, "Recall@3": 0.11657, "Recall@5": 0.15686}, "wikifacts-window_4": {"MAP@1": 0.03713, "MAP@10": 0.13446, "MAP@100": 0.16275, "MAP@3": 0.0849, "MAP@5": 0.11, "MRR@1": 0.26031, "MRR@10": 0.34647, "MRR@100": 0.35472, "MRR@3": 0.32283, "MRR@5": 0.33641, "NDCG@1": 0.25259, "NDCG@10": 0.2236, "NDCG@100": 0.28852, "NDCG@3": 0.23283, "NDCG@5": 0.22236, "P@1": 0.2614, "P@10": 0.15235, "P@100": 0.03343, "P@3": 0.23415, "P@5": 0.20498, "Recall@1": 0.03713, "Recall@10": 0.2013, "Recall@100": 0.39574, "Recall@3": 0.09846, "Recall@5": 0.14001}, "wikifacts-window_5": {"MAP@1": 0.03029, "MAP@10": 0.12563, "MAP@100": 0.16112, "MAP@3": 0.07147, "MAP@5": 0.098, "MRR@1": 0.26256, "MRR@10": 0.34993, "MRR@100": 0.3584, "MRR@3": 0.32532, "MRR@5": 0.33925, "NDCG@1": 0.25394, "NDCG@10": 0.22293, "NDCG@100": 0.29172, "NDCG@3": 0.23855, "NDCG@5": 0.22316, "P@1": 0.26292, "P@10": 0.17213, "P@100": 0.04118, "P@3": 0.24195, "P@5": 0.22067, "Recall@1": 0.03029, "Recall@10": 0.18479, "Recall@100": 0.39354, "Recall@3": 0.08242, "Recall@5": 0.12302}, "wikifacts-window_6": {"MAP@1": 0.02584, "MAP@10": 0.1174, "MAP@100": 0.15944, "MAP@3": 0.06152, "MAP@5": 0.08718, "MRR@1": 0.26855, "MRR@10": 0.35508, "MRR@100": 0.3636, "MRR@3": 0.32852, "MRR@5": 0.34462, "NDCG@1": 0.26284, "NDCG@10": 0.22475, "NDCG@100": 0.29376, "NDCG@3": 0.2445, "NDCG@5": 0.23167, "P@1": 0.27109, "P@10": 0.18579, "P@100": 0.04756, "P@3": 0.24726, "P@5": 0.23067, "Recall@1": 0.02584, "Recall@10": 0.17027, "Recall@100": 0.39002, "Recall@3": 0.07044, "Recall@5": 0.10912}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-22", "hardware": "cuda", "model_id": "sergeyzh/rubert-tiny-lite", "model_name": "rubert-tiny-lite", "notes": "", "organization": "sergeyzh", "runtime_seconds": 10811.85, "scores": {"average": {"MAP@1": 0.20991, "MAP@10": 0.29965, "MAP@100": 0.32248, "MAP@3": 0.26903, "MAP@5": 0.28436, "MRR@1": 0.3812, "MRR@10": 0.47641, "MRR@100": 0.48297, "MRR@3": 0.45344, "MRR@5": 0.46685, "NDCG@1": 0.35601, "NDCG@10": 0.40153, "NDCG@100": 0.43612, "NDCG@3": 0.38732, "NDCG@5": 0.3917, "P@1": 0.36206, "P@10": 0.14025, "P@100": 0.04484, "P@3": 0.23985, "P@5": 0.1903, "Recall@1": 0.20991, "Recall@10": 0.41859, "Recall@100": 0.58333, "Recall@3": 0.32078, "Recall@5": 0.36273}, "datasets": {"legal_search_2004": {"MAP@1": 0.03679, "MAP@10": 0.14684, "MAP@100": 0.22867, "MAP@3": 0.09475, "MAP@5": 0.11427, "MRR@1": 0.3956, "MRR@10": 0.51221, "MRR@100": 0.51589, "MRR@3": 0.49817, "MRR@5": 0.50366, "NDCG@1": 0.3956, "NDCG@10": 0.36586, "NDCG@100": 0.37846, "NDCG@3": 0.41567, "NDCG@5": 0.38815, "P@1": 0.3956, "P@10": 0.29451, "P@100": 0.09835, "P@3": 0.40659, "P@5": 0.34945, "Recall@1": 0.03679, "Recall@10": 0.20112, "Recall@100": 0.44301, "Recall@3": 0.1122, "Recall@5": 0.13795}, "legal_search_2007": {"MAP@1": 0.02344, "MAP@10": 0.0878, "MAP@100": 0.16246, "MAP@3": 0.04451, "MAP@5": 0.06004, "MRR@1": 0.36, "MRR@10": 0.48069, "MRR@100": 0.48461, "MRR@3": 0.47333, "MRR@5": 0.47333, "NDCG@1": 0.36, "NDCG@10": 0.32551, "NDCG@100": 0.29567, "NDCG@3": 0.3745, "NDCG@5": 0.35264, "P@1": 0.36, "P@10": 0.296, "P@100": 0.112, "P@3": 0.38, "P@5": 0.34, "Recall@1": 0.02344, "Recall@10": 0.11092, "Recall@100": 0.31042, "Recall@3": 0.05332, "Recall@5": 0.07236}, "ru-facts": {"MAP@1": 0.82686, "MAP@10": 0.90783, "MAP@100": 0.90786, "MAP@3": 0.90696, "MAP@5": 0.90772, "MRR@1": 0.81838, "MRR@10": 0.90345, "MRR@100": 0.90348, "MRR@3": 0.90257, "MRR@5": 0.90333, "NDCG@1": 0.82686, "NDCG@10": 0.93154, "NDCG@100": 0.93166, "NDCG@3": 0.92985, "NDCG@5": 0.93127, "P@1": 0.82686, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.3317, "P@5": 0.19973, "Recall@1": 0.82686, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99509, "Recall@5": 0.99866}, "rubq": {"MAP@1": 0.26774, "MAP@10": 0.421, "MAP@100": 0.4352, "MAP@3": 0.37274, "MAP@5": 0.40119, "MRR@1": 0.39007, "MRR@10": 0.5192, "MRR@100": 0.5256, "MRR@3": 0.48798, "MRR@5": 0.50805, "NDCG@1": 0.39007, "NDCG@10": 0.50665, "NDCG@100": 0.5595, "NDCG@3": 0.4296, "NDCG@5": 0.46899, "P@1": 0.39007, "P@10": 0.10591, "P@100": 0.01442, "P@3": 0.23956, "P@5": 0.17612, "Recall@1": 0.26774, "Recall@10": 0.65966, "Recall@100": 0.87452, "Recall@3": 0.46825, "Recall@5": 0.56016}, "rus-arguana": {"MAP@1": 0.19559, "MAP@10": 0.34443, "MAP@100": 0.35674, "MAP@3": 0.2954, "MAP@5": 0.32293, "MRR@1": 0.19559, "MRR@10": 0.34436, "MRR@100": 0.35673, "MRR@3": 0.2954, "MRR@5": 0.32293, "NDCG@1": 0.19559, "NDCG@10": 0.43223, "NDCG@100": 0.4858, "NDCG@3": 0.33023, "NDCG@5": 0.37994, "P@1": 0.19559, "P@10": 0.07148, "P@100": 0.00952, "P@3": 0.14391, "P@5": 0.11053, "Recall@1": 0.19559, "Recall@10": 0.71479, "Recall@100": 0.95164, "Recall@3": 0.43172, "Recall@5": 0.55263}, "rus-fiqa": {"MAP@1": 0.10176, "MAP@10": 0.16299, "MAP@100": 0.1764, "MAP@3": 0.13785, "MAP@5": 0.15187, "MRR@1": 0.202, "MRR@10": 0.27252, "MRR@100": 0.28136, "MRR@3": 0.246, "MRR@5": 0.2623, "NDCG@1": 0.202, "NDCG@10": 0.21987, "NDCG@100": 0.27771, "NDCG@3": 0.18411, "NDCG@5": 0.19826, "P@1": 0.202, "P@10": 0.0612, "P@100": 0.0121, "P@3": 0.11867, "P@5": 0.0916, "Recall@1": 0.10176, "Recall@10": 0.28274, "Recall@100": 0.50559, "Recall@3": 0.17153, "Recall@5": 0.2193}, "rus-nfcorpus": {"MAP@1": 0.03969, "MAP@10": 0.07428, "MAP@100": 0.09343, "MAP@3": 0.05457, "MAP@5": 0.06282, "MRR@1": 0.3096, "MRR@10": 0.3868, "MRR@100": 0.39433, "MRR@3": 0.36429, "MRR@5": 0.37637, "NDCG@1": 0.30186, "NDCG@10": 0.22405, "NDCG@100": 0.21271, "NDCG@3": 0.25782, "NDCG@5": 0.24151, "P@1": 0.3096, "P@10": 0.16625, "P@100": 0.05786, "P@3": 0.23942, "P@5": 0.20867, "Recall@1": 0.03969, "Recall@10": 0.10788, "Recall@100": 0.22823, "Recall@3": 0.05994, "Recall@5": 0.07515}, "rus-quora": {"MAP@1": 0.57806, "MAP@10": 0.71322, "MAP@100": 0.72101, "MAP@3": 0.67968, "MAP@5": 0.70028, "MRR@1": 0.6646, "MRR@10": 0.74911, "MRR@100": 0.75216, "MRR@3": 0.73197, "MRR@5": 0.74301, "NDCG@1": 0.6646, "NDCG@10": 0.76345, "NDCG@100": 0.78744, "NDCG@3": 0.7205, "NDCG@5": 0.74322, "P@1": 0.6646, "P@10": 0.11894, "P@100": 0.01419, "P@3": 0.31653, "P@5": 0.21308, "Recall@1": 0.57806, "Recall@10": 0.87073, "Recall@100": 0.96522, "Recall@3": 0.75301, "Recall@5": 0.81282}, "rus-scidocs": {"MAP@1": 0.02618, "MAP@10": 0.06174, "MAP@100": 0.07311, "MAP@3": 0.04405, "MAP@5": 0.05244, "MRR@1": 0.129, "MRR@10": 0.20318, "MRR@100": 0.21398, "MRR@3": 0.17633, "MRR@5": 0.19118, "NDCG@1": 0.129, "NDCG@10": 0.11228, "NDCG@100": 0.16712, "NDCG@3": 0.10302, "NDCG@5": 0.09133, "P@1": 0.129, "P@10": 0.0592, "P@100": 0.01401, "P@3": 0.09567, "P@5": 0.0806, "Recall@1": 0.02618, "Recall@10": 0.11997, "Recall@100": 0.28395, "Recall@3": 0.05813, "Recall@5": 0.08158}, "rus-scifact": {"MAP@1": 0.30889, "MAP@10": 0.40012, "MAP@100": 0.40784, "MAP@3": 0.37292, "MAP@5": 0.38829, "MRR@1": 0.32333, "MRR@10": 0.41225, "MRR@100": 0.41953, "MRR@3": 0.38944, "MRR@5": 0.40294, "NDCG@1": 0.32333, "NDCG@10": 0.44745, "NDCG@100": 0.48777, "NDCG@3": 0.39741, "NDCG@5": 0.4219, "P@1": 0.32333, "P@10": 0.06533, "P@100": 0.00873, "P@3": 0.16222, "P@5": 0.11133, "Recall@1": 0.30889, "Recall@10": 0.58083, "Recall@100": 0.77367, "Recall@3": 0.44778, "Recall@5": 0.50667}, "rus-touche": {"MAP@1": 0.01903, "MAP@10": 0.07105, "MAP@100": 0.11492, "MAP@3": 0.03666, "MAP@5": 0.0464, "MRR@1": 0.28571, "MRR@10": 0.39819, "MRR@100": 0.41306, "MRR@3": 0.35034, "MRR@5": 0.37891, "NDCG@1": 0.23469, "NDCG@10": 0.17775, "NDCG@100": 0.28809, "NDCG@3": 0.18543, "NDCG@5": 0.17776, "P@1": 0.28571, "P@10": 0.16531, "P@100": 0.06347, "P@3": 0.19728, "P@5": 0.17959, "Recall@1": 0.01903, "Recall@10": 0.12393, "Recall@100": 0.3915, "Recall@3": 0.04264, "Recall@5": 0.06556}, "rus-trec-covid": {"MAP@1": 0.00128, "MAP@10": 0.00889, "MAP@100": 0.05458, "MAP@3": 0.00319, "MAP@5": 0.00476, "MRR@1": 0.46, "MRR@10": 0.646, "MRR@100": 0.64661, "MRR@3": 0.61667, "MRR@5": 0.63567, "NDCG@1": 0.42, "NDCG@10": 0.45915, "NDCG@100": 0.36585, "NDCG@3": 0.45776, "NDCG@5": 0.44977, "P@1": 0.46, "P@10": 0.512, "P@100": 0.3844, "P@3": 0.5, "P@5": 0.492, "Recall@1": 0.00128, "Recall@10": 0.01235, "Recall@100": 0.08859, "Recall@3": 0.0038, "Recall@5": 0.00605}, "rus-tydiqa": {"MAP@1": 0.23379, "MAP@10": 0.35517, "MAP@100": 0.36651, "MAP@3": 0.31741, "MAP@5": 0.33944, "MRR@1": 0.25043, "MRR@10": 0.37733, "MRR@100": 0.38633, "MRR@3": 0.34409, "MRR@5": 0.36255, "NDCG@1": 0.25559, "NDCG@10": 0.42274, "NDCG@100": 0.47458, "NDCG@3": 0.34889, "NDCG@5": 0.38724, "P@1": 0.25559, "P@10": 0.06919, "P@100": 0.0097, "P@3": 0.15404, "P@5": 0.11325, "Recall@1": 0.23379, "Recall@10": 0.60815, "Recall@100": 0.84251, "Recall@3": 0.41509, "Recall@5": 0.50445}, "rus-xquad": {"MAP@1": 0.8521, "MAP@10": 0.90365, "MAP@100": 0.9044, "MAP@3": 0.8965, "MAP@5": 0.9012, "MRR@1": 0.8521, "MRR@10": 0.90365, "MRR@100": 0.9044, "MRR@3": 0.8965, "MRR@5": 0.9012, "NDCG@1": 0.8521, "NDCG@10": 0.9238, "NDCG@100": 0.92718, "NDCG@3": 0.90959, "NDCG@5": 0.91816, "P@1": 0.8521, "P@10": 0.09849, "P@100": 0.01, "P@3": 0.31569, "P@5": 0.19361, "Recall@1": 0.8521, "Recall@10": 0.98487, "Recall@100": 1.0, "Recall@3": 0.94706, "Recall@5": 0.96807}, "rus-xquad-sentences": {"MAP@1": 0.71134, "MAP@10": 0.79305, "MAP@100": 0.79579, "MAP@3": 0.78109, "MAP@5": 0.78845, "MRR@1": 0.71176, "MRR@10": 0.79333, "MRR@100": 0.79607, "MRR@3": 0.78151, "MRR@5": 0.78887, "NDCG@1": 0.71176, "NDCG@10": 0.82748, "NDCG@100": 0.83957, "NDCG@3": 0.80325, "NDCG@5": 0.81645, "P@1": 0.71176, "P@10": 0.09336, "P@100": 0.00987, "P@3": 0.28908, "P@5": 0.17983, "Recall@1": 0.71134, "Recall@10": 0.93277, "Recall@100": 0.98655, "Recall@3": 0.86681, "Recall@5": 0.89874}, "ruscibench-retrieval": {"MAP@1": 0.17817, "MAP@10": 0.27942, "MAP@100": 0.31455, "MAP@3": 0.23781, "MAP@5": 0.25871, "MRR@1": 0.47536, "MRR@10": 0.57133, "MRR@100": 0.57824, "MRR@3": 0.543, "MRR@5": 0.56357, "NDCG@1": 0.47536, "NDCG@10": 0.37988, "NDCG@100": 0.4841, "NDCG@3": 0.38223, "NDCG@5": 0.36836, "P@1": 0.47536, "P@10": 0.14551, "P@100": 0.02997, "P@3": 0.27633, "P@5": 0.21739, "Recall@1": 0.17817, "Recall@10": 0.38958, "Recall@100": 0.69044, "Recall@3": 0.27253, "Recall@5": 0.32167}, "sberquad-retrieval": {"MAP@1": 0.17772, "MAP@10": 0.45746, "MAP@100": 0.46247, "MAP@3": 0.4312, "MAP@5": 0.44817, "MRR@1": 0.63403, "MRR@10": 0.69838, "MRR@100": 0.70313, "MRR@3": 0.67865, "MRR@5": 0.69062, "NDCG@1": 0.17772, "NDCG@10": 0.55446, "NDCG@100": 0.57839, "NDCG@3": 0.50192, "NDCG@5": 0.53239, "P@1": 0.17772, "P@10": 0.08439, "P@100": 0.00955, "P@3": 0.23431, "P@5": 0.15532, "Recall@1": 0.17772, "Recall@10": 0.84392, "Recall@100": 0.95492, "Recall@3": 0.70294, "Recall@5": 0.77661}, "wikifacts-sents": {"MAP@1": 0.05998, "MAP@10": 0.09379, "MAP@100": 0.09909, "MAP@3": 0.08331, "MAP@5": 0.08934, "MRR@1": 0.10345, "MRR@10": 0.15702, "MRR@100": 0.16306, "MRR@3": 0.14264, "MRR@5": 0.15152, "NDCG@1": 0.09902, "NDCG@10": 0.12574, "NDCG@100": 0.1533, "NDCG@3": 0.10868, "NDCG@5": 0.11638, "P@1": 0.10327, "P@10": 0.03142, "P@100": 0.00586, "P@3": 0.06764, "P@5": 0.05064, "Recall@1": 0.05998, "Recall@10": 0.15522, "Recall@100": 0.26355, "Recall@3": 0.10676, "Recall@5": 0.12942}, "wikifacts-window_2": {"MAP@1": 0.0559, "MAP@10": 0.12199, "MAP@100": 0.1338, "MAP@3": 0.09704, "MAP@5": 0.11039, "MRR@1": 0.202, "MRR@10": 0.28384, "MRR@100": 0.29139, "MRR@3": 0.2606, "MRR@5": 0.27449, "NDCG@1": 0.19335, "NDCG@10": 0.18531, "NDCG@100": 0.23047, "NDCG@3": 0.17289, "NDCG@5": 0.17337, "P@1": 0.19909, "P@10": 0.07964, "P@100": 0.01522, "P@3": 0.14948, "P@5": 0.118, "Recall@1": 0.0559, "Recall@10": 0.19882, "Recall@100": 0.34528, "Recall@3": 0.11971, "Recall@5": 0.15362}, "wikifacts-window_3": {"MAP@1": 0.04372, "MAP@10": 0.1261, "MAP@100": 0.14561, "MAP@3": 0.09093, "MAP@5": 0.10841, "MRR@1": 0.23313, "MRR@10": 0.31525, "MRR@100": 0.32339, "MRR@3": 0.29142, "MRR@5": 0.30501, "NDCG@1": 0.22886, "NDCG@10": 0.20143, "NDCG@100": 0.25948, "NDCG@3": 0.19846, "NDCG@5": 0.19561, "P@1": 0.23604, "P@10": 0.11468, "P@100": 0.02396, "P@3": 0.19549, "P@5": 0.1613, "Recall@1": 0.04372, "Recall@10": 0.19653, "Recall@100": 0.37248, "Recall@3": 0.10682, "Recall@5": 0.14227}, "wikifacts-window_4": {"MAP@1": 0.03482, "MAP@10": 0.12454, "MAP@100": 0.15104, "MAP@3": 0.07894, "MAP@5": 0.10192, "MRR@1": 0.24505, "MRR@10": 0.33041, "MRR@100": 0.3387, "MRR@3": 0.30627, "MRR@5": 0.31975, "NDCG@1": 0.23887, "NDCG@10": 0.20975, "NDCG@100": 0.27357, "NDCG@3": 0.21825, "NDCG@5": 0.20817, "P@1": 0.24614, "P@10": 0.14332, "P@100": 0.03197, "P@3": 0.21944, "P@5": 0.19161, "Recall@1": 0.03482, "Recall@10": 0.18811, "Recall@100": 0.38046, "Recall@3": 0.09218, "Recall@5": 0.13147}, "wikifacts-window_5": {"MAP@1": 0.02858, "MAP@10": 0.11965, "MAP@100": 0.15368, "MAP@3": 0.06799, "MAP@5": 0.09357, "MRR@1": 0.25277, "MRR@10": 0.34029, "MRR@100": 0.34908, "MRR@3": 0.31698, "MRR@5": 0.33038, "NDCG@1": 0.2447, "NDCG@10": 0.21466, "NDCG@100": 0.28162, "NDCG@3": 0.23156, "NDCG@5": 0.21636, "P@1": 0.25222, "P@10": 0.16558, "P@100": 0.03972, "P@3": 0.23487, "P@5": 0.21396, "Recall@1": 0.02858, "Recall@10": 0.17712, "Recall@100": 0.38103, "Recall@3": 0.07916, "Recall@5": 0.11884}, "wikifacts-window_6": {"MAP@1": 0.02656, "MAP@10": 0.1169, "MAP@100": 0.15777, "MAP@3": 0.06223, "MAP@5": 0.08756, "MRR@1": 0.27363, "MRR@10": 0.35873, "MRR@100": 0.36726, "MRR@3": 0.33506, "MRR@5": 0.34799, "NDCG@1": 0.26737, "NDCG@10": 0.22405, "NDCG@100": 0.29069, "NDCG@3": 0.24685, "NDCG@5": 0.23194, "P@1": 0.27581, "P@10": 0.18401, "P@100": 0.04641, "P@3": 0.24853, "P@5": 0.22932, "Recall@1": 0.02656, "Recall@10": 0.16806, "Recall@100": 0.38306, "Recall@3": 0.07139, "Recall@5": 0.10877}}}, "source_url": "", "type": "dense", "verified": true} {"base_model_id": "sergeyzh/rubert-mini-frida", "date": "2026-07-23", "hardware": "cuda", "model_id": "sergeyzh/rubert-mini-frida+BAAI/bge-reranker-v2-m3", "model_name": "rubert-mini-frida+BGE-Reranker", "notes": "", "organization": "BAAI", "rerank_top_k": 100, "runtime_seconds": 69866.31, "scores": {"average": {"MAP@1": 0.28071, "MAP@10": 0.41165, "MAP@100": 0.43957, "MAP@3": 0.36438, "MAP@5": 0.3886, "MRR@1": 0.55181, "MRR@10": 0.63556, "MRR@100": 0.63885, "MRR@3": 0.61879, "MRR@5": 0.6291, "NDCG@1": 0.51947, "NDCG@10": 0.54704, "NDCG@100": 0.55269, "NDCG@3": 0.54625, "NDCG@5": 0.54444, "P@1": 0.52335, "P@10": 0.20913, "P@100": 0.058, "P@3": 0.35718, "P@5": 0.28753, "Recall@1": 0.28071, "Recall@10": 0.52218, "Recall@100": 0.62914, "Recall@3": 0.41833, "Recall@5": 0.46481}, "datasets": {"legal_search_2004": {"MAP@1": 0.07931, "MAP@10": 0.24139, "MAP@100": 0.34844, "MAP@3": 0.16102, "MAP@5": 0.19118, "MRR@1": 0.62637, "MRR@10": 0.68626, "MRR@100": 0.68676, "MRR@3": 0.67399, "MRR@5": 0.68443, "NDCG@1": 0.62637, "NDCG@10": 0.51336, "NDCG@100": 0.48413, "NDCG@3": 0.57735, "NDCG@5": 0.54483, "P@1": 0.62637, "P@10": 0.38791, "P@100": 0.10209, "P@3": 0.5348, "P@5": 0.46593, "Recall@1": 0.07931, "Recall@10": 0.29504, "Recall@100": 0.49512, "Recall@3": 0.18213, "Recall@5": 0.22422}, "legal_search_2007": {"MAP@1": 0.0347, "MAP@10": 0.11882, "MAP@100": 0.23913, "MAP@3": 0.0609, "MAP@5": 0.08341, "MRR@1": 0.58, "MRR@10": 0.65936, "MRR@100": 0.65979, "MRR@3": 0.63667, "MRR@5": 0.65067, "NDCG@1": 0.58, "NDCG@10": 0.45009, "NDCG@100": 0.39262, "NDCG@3": 0.52265, "NDCG@5": 0.49251, "P@1": 0.58, "P@10": 0.398, "P@100": 0.1448, "P@3": 0.50667, "P@5": 0.46, "Recall@1": 0.0347, "Recall@10": 0.14588, "Recall@100": 0.38828, "Recall@3": 0.06458, "Recall@5": 0.09684}, "ru-facts": {"MAP@1": 0.82106, "MAP@10": 0.90394, "MAP@100": 0.90397, "MAP@3": 0.90228, "MAP@5": 0.90359, "MRR@1": 0.81303, "MRR@10": 0.89977, "MRR@100": 0.8998, "MRR@3": 0.89811, "MRR@5": 0.89943, "NDCG@1": 0.82106, "NDCG@10": 0.92861, "NDCG@100": 0.92872, "NDCG@3": 0.92546, "NDCG@5": 0.92784, "P@1": 0.82106, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.33051, "P@5": 0.19946, "Recall@1": 0.82106, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99152, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.48641, "MAP@10": 0.69045, "MAP@100": 0.69631, "MAP@3": 0.64032, "MAP@5": 0.67214, "MRR@1": 0.68617, "MRR@10": 0.7762, "MRR@100": 0.77837, "MRR@3": 0.76044, "MRR@5": 0.77078, "NDCG@1": 0.68617, "NDCG@10": 0.75903, "NDCG@100": 0.77594, "NDCG@3": 0.69702, "NDCG@5": 0.72999, "P@1": 0.68617, "P@10": 0.1432, "P@100": 0.01546, "P@3": 0.37313, "P@5": 0.25638, "Recall@1": 0.48641, "Recall@10": 0.87094, "Recall@100": 0.93282, "Recall@3": 0.71875, "Recall@5": 0.79742}, "rus-arguana": {"MAP@1": 0.30299, "MAP@10": 0.43043, "MAP@100": 0.44149, "MAP@3": 0.3926, "MAP@5": 0.41319, "MRR@1": 0.30299, "MRR@10": 0.43043, "MRR@100": 0.44149, "MRR@3": 0.3926, "MRR@5": 0.41319, "NDCG@1": 0.30299, "NDCG@10": 0.50218, "NDCG@100": 0.55194, "NDCG@3": 0.42352, "NDCG@5": 0.46023, "P@1": 0.30299, "P@10": 0.07319, "P@100": 0.00955, "P@3": 0.17117, "P@5": 0.12034, "Recall@1": 0.30299, "Recall@10": 0.73186, "Recall@100": 0.95519, "Recall@3": 0.51351, "Recall@5": 0.60171}, "rus-fiqa": {"MAP@1": 0.20035, "MAP@10": 0.29533, "MAP@100": 0.30647, "MAP@3": 0.26328, "MAP@5": 0.28307, "MRR@1": 0.366, "MRR@10": 0.44287, "MRR@100": 0.44812, "MRR@3": 0.42033, "MRR@5": 0.43603, "NDCG@1": 0.366, "NDCG@10": 0.36389, "NDCG@100": 0.40235, "NDCG@3": 0.33343, "NDCG@5": 0.34743, "P@1": 0.366, "P@10": 0.0926, "P@100": 0.01334, "P@3": 0.20733, "P@5": 0.1532, "Recall@1": 0.20035, "Recall@10": 0.41996, "Recall@100": 0.55884, "Recall@3": 0.31112, "Recall@5": 0.36861}, "rus-nfcorpus": {"MAP@1": 0.05681, "MAP@10": 0.11921, "MAP@100": 0.14172, "MAP@3": 0.09241, "MAP@5": 0.10345, "MRR@1": 0.43344, "MRR@10": 0.50995, "MRR@100": 0.51461, "MRR@3": 0.49329, "MRR@5": 0.50366, "NDCG@1": 0.4195, "NDCG@10": 0.31579, "NDCG@100": 0.2671, "NDCG@3": 0.37671, "NDCG@5": 0.34908, "P@1": 0.43344, "P@10": 0.22693, "P@100": 0.06034, "P@3": 0.34985, "P@5": 0.29474, "Recall@1": 0.05681, "Recall@10": 0.14563, "Recall@100": 0.24421, "Recall@3": 0.09879, "Recall@5": 0.11603}, "rus-quora": {"MAP@1": 0.62781, "MAP@10": 0.76992, "MAP@100": 0.77646, "MAP@3": 0.73598, "MAP@5": 0.75739, "MRR@1": 0.7222, "MRR@10": 0.80069, "MRR@100": 0.80274, "MRR@3": 0.78597, "MRR@5": 0.79605, "NDCG@1": 0.722, "NDCG@10": 0.8155, "NDCG@100": 0.83162, "NDCG@3": 0.77655, "NDCG@5": 0.79833, "P@1": 0.722, "P@10": 0.12646, "P@100": 0.0143, "P@3": 0.3428, "P@5": 0.22936, "Recall@1": 0.62781, "Recall@10": 0.91317, "Recall@100": 0.97111, "Recall@3": 0.80528, "Recall@5": 0.86354}, "rus-scidocs": {"MAP@1": 0.0366, "MAP@10": 0.08949, "MAP@100": 0.10275, "MAP@3": 0.06508, "MAP@5": 0.07629, "MRR@1": 0.18, "MRR@10": 0.27555, "MRR@100": 0.28493, "MRR@3": 0.24683, "MRR@5": 0.26188, "NDCG@1": 0.18, "NDCG@10": 0.15606, "NDCG@100": 0.20569, "NDCG@3": 0.14877, "NDCG@5": 0.12856, "P@1": 0.18, "P@10": 0.0811, "P@100": 0.01489, "P@3": 0.14, "P@5": 0.1126, "Recall@1": 0.0366, "Recall@10": 0.16447, "Recall@100": 0.30242, "Recall@3": 0.08533, "Recall@5": 0.11447}, "rus-scifact": {"MAP@1": 0.57844, "MAP@10": 0.65552, "MAP@100": 0.65865, "MAP@3": 0.63734, "MAP@5": 0.64543, "MRR@1": 0.60333, "MRR@10": 0.66884, "MRR@100": 0.67144, "MRR@3": 0.65667, "MRR@5": 0.66117, "NDCG@1": 0.60333, "NDCG@10": 0.69257, "NDCG@100": 0.70425, "NDCG@3": 0.661, "NDCG@5": 0.67068, "P@1": 0.60333, "P@10": 0.08933, "P@100": 0.00947, "P@3": 0.25444, "P@5": 0.16067, "Recall@1": 0.57844, "Recall@10": 0.79256, "Recall@100": 0.84033, "Recall@3": 0.70272, "Recall@5": 0.72867}, "rus-touche": {"MAP@1": 0.03526, "MAP@10": 0.1282, "MAP@100": 0.18675, "MAP@3": 0.07355, "MAP@5": 0.09338, "MRR@1": 0.40816, "MRR@10": 0.57599, "MRR@100": 0.58009, "MRR@3": 0.54762, "MRR@5": 0.56599, "NDCG@1": 0.38776, "NDCG@10": 0.32171, "NDCG@100": 0.39398, "NDCG@3": 0.37808, "NDCG@5": 0.35036, "P@1": 0.40816, "P@10": 0.27755, "P@100": 0.07061, "P@3": 0.39456, "P@5": 0.34694, "Recall@1": 0.03526, "Recall@10": 0.19229, "Recall@100": 0.43223, "Recall@3": 0.08808, "Recall@5": 0.12324}, "rus-trec-covid": {"MAP@1": 0.00198, "MAP@10": 0.02087, "MAP@100": 0.11555, "MAP@3": 0.00619, "MAP@5": 0.01045, "MRR@1": 0.8, "MRR@10": 0.88833, "MRR@100": 0.88833, "MRR@3": 0.88333, "MRR@5": 0.88833, "NDCG@1": 0.79, "NDCG@10": 0.81683, "NDCG@100": 0.58995, "NDCG@3": 0.81715, "NDCG@5": 0.82158, "P@1": 0.8, "P@10": 0.886, "P@100": 0.5962, "P@3": 0.86667, "P@5": 0.88, "Recall@1": 0.00198, "Recall@10": 0.02282, "Recall@100": 0.13952, "Recall@3": 0.00671, "Recall@5": 0.01141}, "rus-tydiqa": {"MAP@1": 0.44062, "MAP@10": 0.59242, "MAP@100": 0.59758, "MAP@3": 0.5607, "MAP@5": 0.58024, "MRR@1": 0.4716, "MRR@10": 0.61635, "MRR@100": 0.61984, "MRR@3": 0.59466, "MRR@5": 0.60787, "NDCG@1": 0.47504, "NDCG@10": 0.65892, "NDCG@100": 0.67848, "NDCG@3": 0.60307, "NDCG@5": 0.63415, "P@1": 0.47504, "P@10": 0.09501, "P@100": 0.01055, "P@3": 0.25617, "P@5": 0.1716, "Recall@1": 0.44062, "Recall@10": 0.83276, "Recall@100": 0.91423, "Recall@3": 0.69234, "Recall@5": 0.76219}, "rus-xquad": {"MAP@1": 0.97647, "MAP@10": 0.98775, "MAP@100": 0.98775, "MAP@3": 0.98754, "MAP@5": 0.98775, "MRR@1": 0.97647, "MRR@10": 0.98775, "MRR@100": 0.98775, "MRR@3": 0.98754, "MRR@5": 0.98775, "NDCG@1": 0.97647, "NDCG@10": 0.99093, "NDCG@100": 0.99093, "NDCG@3": 0.99057, "NDCG@5": 0.99093, "P@1": 0.97647, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33305, "P@5": 0.2, "Recall@1": 0.97647, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99916, "Recall@5": 1.0}, "rus-xquad-sentences": {"MAP@1": 0.84664, "MAP@10": 0.89888, "MAP@100": 0.89928, "MAP@3": 0.89216, "MAP@5": 0.89619, "MRR@1": 0.84706, "MRR@10": 0.89916, "MRR@100": 0.89956, "MRR@3": 0.89258, "MRR@5": 0.89661, "NDCG@1": 0.84706, "NDCG@10": 0.91922, "NDCG@100": 0.92107, "NDCG@3": 0.90571, "NDCG@5": 0.91297, "P@1": 0.84706, "P@10": 0.09815, "P@100": 0.0099, "P@3": 0.31485, "P@5": 0.19244, "Recall@1": 0.84664, "Recall@10": 0.98067, "Recall@100": 0.98908, "Recall@3": 0.94412, "Recall@5": 0.96176}, "ruscibench-retrieval": {"MAP@1": 0.27374, "MAP@10": 0.62686, "MAP@100": 0.64062, "MAP@3": 0.45017, "MAP@5": 0.55009, "MRR@1": 0.81449, "MRR@10": 0.88012, "MRR@100": 0.8807, "MRR@3": 0.8744, "MRR@5": 0.87845, "NDCG@1": 0.81449, "NDCG@10": 0.73422, "NDCG@100": 0.75344, "NDCG@3": 0.73635, "NDCG@5": 0.72089, "P@1": 0.81449, "P@10": 0.33014, "P@100": 0.03545, "P@3": 0.61063, "P@5": 0.5142, "Recall@1": 0.27374, "Recall@10": 0.75078, "Recall@100": 0.79838, "Recall@3": 0.48371, "Recall@5": 0.62115}, "sberquad-retrieval": {"MAP@1": 0.25417, "MAP@10": 0.59644, "MAP@100": 0.59666, "MAP@3": 0.5922, "MAP@5": 0.59561, "MRR@1": 0.90627, "MRR@10": 0.92626, "MRR@100": 0.92646, "MRR@3": 0.92398, "MRR@5": 0.92568, "NDCG@1": 0.25417, "NDCG@10": 0.6904, "NDCG@100": 0.6913, "NDCG@3": 0.68239, "NDCG@5": 0.68844, "P@1": 0.25417, "P@10": 0.09577, "P@100": 0.00961, "P@3": 0.31242, "P@5": 0.19035, "Recall@1": 0.25417, "Recall@10": 0.9577, "Recall@100": 0.96148, "Recall@3": 0.93725, "Recall@5": 0.95175}, "wikifacts-sents": {"MAP@1": 0.08124, "MAP@10": 0.13871, "MAP@100": 0.1456, "MAP@3": 0.1202, "MAP@5": 0.13067, "MRR@1": 0.13854, "MRR@10": 0.21795, "MRR@100": 0.22387, "MRR@3": 0.19687, "MRR@5": 0.20914, "NDCG@1": 0.13303, "NDCG@10": 0.18588, "NDCG@100": 0.21319, "NDCG@3": 0.15649, "NDCG@5": 0.16963, "P@1": 0.13673, "P@10": 0.04938, "P@100": 0.00769, "P@3": 0.09929, "P@5": 0.07604, "Recall@1": 0.08124, "Recall@10": 0.23641, "Recall@100": 0.33311, "Recall@3": 0.15768, "Recall@5": 0.19286}, "wikifacts-window_2": {"MAP@1": 0.09344, "MAP@10": 0.22219, "MAP@100": 0.23604, "MAP@3": 0.1772, "MAP@5": 0.20293, "MRR@1": 0.3377, "MRR@10": 0.44291, "MRR@100": 0.44672, "MRR@3": 0.4187, "MRR@5": 0.43476, "NDCG@1": 0.32195, "NDCG@10": 0.31282, "NDCG@100": 0.34566, "NDCG@3": 0.30018, "NDCG@5": 0.3004, "P@1": 0.3286, "P@10": 0.13393, "P@100": 0.01926, "P@3": 0.26017, "P@5": 0.20648, "Recall@1": 0.09344, "Recall@10": 0.32615, "Recall@100": 0.42536, "Recall@3": 0.21114, "Recall@5": 0.26578}, "wikifacts-window_3": {"MAP@1": 0.07375, "MAP@10": 0.23776, "MAP@100": 0.26096, "MAP@3": 0.1724, "MAP@5": 0.20625, "MRR@1": 0.3888, "MRR@10": 0.48303, "MRR@100": 0.4874, "MRR@3": 0.46033, "MRR@5": 0.47486, "NDCG@1": 0.37795, "NDCG@10": 0.34332, "NDCG@100": 0.38157, "NDCG@3": 0.34507, "NDCG@5": 0.3415, "P@1": 0.38698, "P@10": 0.19422, "P@100": 0.02953, "P@3": 0.34243, "P@5": 0.28241, "Recall@1": 0.07375, "Recall@10": 0.32771, "Recall@100": 0.44704, "Recall@3": 0.19428, "Recall@5": 0.25343}, "wikifacts-window_4": {"MAP@1": 0.05994, "MAP@10": 0.23962, "MAP@100": 0.27138, "MAP@3": 0.15108, "MAP@5": 0.19818, "MRR@1": 0.41217, "MRR@10": 0.50259, "MRR@100": 0.50718, "MRR@3": 0.48068, "MRR@5": 0.49397, "NDCG@1": 0.4043, "NDCG@10": 0.35937, "NDCG@100": 0.39578, "NDCG@3": 0.38261, "NDCG@5": 0.36424, "P@1": 0.41308, "P@10": 0.24118, "P@100": 0.03855, "P@3": 0.38444, "P@5": 0.33322, "Recall@1": 0.05994, "Recall@10": 0.3165, "Recall@100": 0.44935, "Recall@3": 0.16648, "Recall@5": 0.23294}, "wikifacts-window_5": {"MAP@1": 0.05016, "MAP@10": 0.23468, "MAP@100": 0.27633, "MAP@3": 0.13043, "MAP@5": 0.18632, "MRR@1": 0.42865, "MRR@10": 0.51464, "MRR@100": 0.51976, "MRR@3": 0.49387, "MRR@5": 0.50537, "NDCG@1": 0.41822, "NDCG@10": 0.36859, "NDCG@100": 0.40291, "NDCG@3": 0.40256, "NDCG@5": 0.37703, "P@1": 0.42665, "P@10": 0.27933, "P@100": 0.04751, "P@3": 0.4058, "P@5": 0.37048, "Recall@1": 0.05016, "Recall@10": 0.30014, "Recall@100": 0.44733, "Recall@3": 0.14179, "Recall@5": 0.21261}, "wikifacts-window_6": {"MAP@1": 0.04444, "MAP@10": 0.22911, "MAP@100": 0.28027, "MAP@3": 0.1156, "MAP@5": 0.17066, "MRR@1": 0.44819, "MRR@10": 0.53293, "MRR@100": 0.53789, "MRR@3": 0.5127, "MRR@5": 0.52323, "NDCG@1": 0.43985, "NDCG@10": 0.38272, "NDCG@100": 0.40916, "NDCG@3": 0.42101, "NDCG@5": 0.40042, "P@1": 0.44819, "P@10": 0.31054, "P@100": 0.05499, "P@3": 0.424, "P@5": 0.39637, "Recall@1": 0.04444, "Recall@10": 0.28706, "Recall@100": 0.44478, "Recall@3": 0.12519, "Recall@5": 0.19277}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "bm25", "date": "2026-07-19", "hardware": "cuda", "model_id": "bm25+Qwen/Qwen3-Reranker-4B", "model_name": "BM25+Qwen3-Reranker-4B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 297819.86, "scores": {"average": {"MAP@1": 0.2956, "MAP@10": 0.40344, "MAP@100": 0.41064, "MAP@3": 0.37031, "MAP@5": 0.3884, "MRR@1": 0.51655, "MRR@10": 0.59526, "MRR@100": 0.59611, "MRR@3": 0.58425, "MRR@5": 0.59153, "NDCG@1": 0.50182, "NDCG@10": 0.51183, "NDCG@100": 0.47899, "NDCG@3": 0.52147, "NDCG@5": 0.51661, "P@1": 0.50729, "P@10": 0.16874, "P@100": 0.02123, "P@3": 0.32236, "P@5": 0.24816, "Recall@1": 0.2956, "Recall@10": 0.48942, "Recall@100": 0.50787, "Recall@3": 0.41879, "Recall@5": 0.4543}, "datasets": {"legal_search_2004": {"MAP@1": 0.06323, "MAP@10": 0.24741, "MAP@100": 0.29955, "MAP@3": 0.14283, "MAP@5": 0.18209, "MRR@1": 0.54945, "MRR@10": 0.6411, "MRR@100": 0.64195, "MRR@3": 0.62637, "MRR@5": 0.63132, "NDCG@1": 0.54945, "NDCG@10": 0.53273, "NDCG@100": 0.42251, "NDCG@3": 0.53959, "NDCG@5": 0.52555, "P@1": 0.54945, "P@10": 0.43407, "P@100": 0.06451, "P@3": 0.52015, "P@5": 0.47473, "Recall@1": 0.06323, "Recall@10": 0.33222, "Recall@100": 0.42194, "Recall@3": 0.16669, "Recall@5": 0.22083}, "legal_search_2007": {"MAP@1": 0.02539, "MAP@10": 0.12636, "MAP@100": 0.17215, "MAP@3": 0.05779, "MAP@5": 0.08189, "MRR@1": 0.56, "MRR@10": 0.66333, "MRR@100": 0.66669, "MRR@3": 0.65, "MRR@5": 0.66, "NDCG@1": 0.56, "NDCG@10": 0.51568, "NDCG@100": 0.30013, "NDCG@3": 0.59595, "NDCG@5": 0.56809, "P@1": 0.56, "P@10": 0.472, "P@100": 0.074, "P@3": 0.6, "P@5": 0.552, "Recall@1": 0.02539, "Recall@10": 0.16404, "Recall@100": 0.2412, "Recall@3": 0.06549, "Recall@5": 0.09532}, "ria-news": {"MAP@1": 0.7282, "MAP@10": 0.76789, "MAP@100": 0.76804, "MAP@3": 0.76505, "MAP@5": 0.7673, "MRR@1": 0.7282, "MRR@10": 0.76789, "MRR@100": 0.76804, "MRR@3": 0.76505, "MRR@5": 0.7673, "NDCG@1": 0.7282, "NDCG@10": 0.78127, "NDCG@100": 0.78182, "NDCG@3": 0.77587, "NDCG@5": 0.77989, "P@1": 0.7282, "P@10": 0.08207, "P@100": 0.00823, "P@3": 0.26893, "P@5": 0.1633, "Recall@1": 0.7282, "Recall@10": 0.8207, "Recall@100": 0.8228, "Recall@3": 0.8068, "Recall@5": 0.8165}, "ru-facts": {"MAP@1": 0.82597, "MAP@10": 0.90588, "MAP@100": 0.90588, "MAP@3": 0.90399, "MAP@5": 0.90562, "MRR@1": 0.84873, "MRR@10": 0.91799, "MRR@100": 0.91799, "MRR@3": 0.91641, "MRR@5": 0.91766, "NDCG@1": 0.82597, "NDCG@10": 0.92969, "NDCG@100": 0.92969, "NDCG@3": 0.92615, "NDCG@5": 0.92909, "P@1": 0.82597, "P@10": 0.09982, "P@100": 0.00998, "P@3": 0.32976, "P@5": 0.19929, "Recall@1": 0.82597, "Recall@10": 0.99822, "Recall@100": 0.99822, "Recall@3": 0.98929, "Recall@5": 0.99643}, "rubq": {"MAP@1": 0.38943, "MAP@10": 0.51914, "MAP@100": 0.5196, "MAP@3": 0.49196, "MAP@5": 0.51139, "MRR@1": 0.55969, "MRR@10": 0.62278, "MRR@100": 0.62291, "MRR@3": 0.61456, "MRR@5": 0.62079, "NDCG@1": 0.55851, "NDCG@10": 0.57056, "NDCG@100": 0.57153, "NDCG@3": 0.54112, "NDCG@5": 0.5594, "P@1": 0.55851, "P@10": 0.10372, "P@100": 0.01044, "P@3": 0.28822, "P@5": 0.19374, "Recall@1": 0.38943, "Recall@10": 0.61613, "Recall@100": 0.61897, "Recall@3": 0.54319, "Recall@5": 0.59041}, "rus-arguana": {"MAP@1": 0.42532, "MAP@10": 0.56332, "MAP@100": 0.56467, "MAP@3": 0.53604, "MAP@5": 0.55343, "MRR@1": 0.4303, "MRR@10": 0.56527, "MRR@100": 0.56662, "MRR@3": 0.53841, "MRR@5": 0.55512, "NDCG@1": 0.42532, "NDCG@10": 0.62543, "NDCG@100": 0.62983, "NDCG@3": 0.57124, "NDCG@5": 0.60243, "P@1": 0.42532, "P@10": 0.08172, "P@100": 0.00834, "P@3": 0.22428, "P@5": 0.14964, "Recall@1": 0.42532, "Recall@10": 0.81721, "Recall@100": 0.83357, "Recall@3": 0.67283, "Recall@5": 0.74822}, "rus-cqadupstack": {"MAP@1": 0.2127, "MAP@10": 0.2712, "MAP@100": 0.27215, "MAP@3": 0.25831, "MAP@5": 0.26712, "MRR@1": 0.25242, "MRR@10": 0.30745, "MRR@100": 0.30821, "MRR@3": 0.29642, "MRR@5": 0.3042, "NDCG@1": 0.25242, "NDCG@10": 0.30212, "NDCG@100": 0.30427, "NDCG@3": 0.28348, "NDCG@5": 0.29503, "P@1": 0.25242, "P@10": 0.04774, "P@100": 0.00495, "P@3": 0.12826, "P@5": 0.08707, "Recall@1": 0.2127, "Recall@10": 0.35751, "Recall@100": 0.36717, "Recall@3": 0.30351, "Recall@5": 0.3352}, "rus-fiqa": {"MAP@1": 0.18713, "MAP@10": 0.25667, "MAP@100": 0.25776, "MAP@3": 0.24019, "MAP@5": 0.25174, "MRR@1": 0.334, "MRR@10": 0.3908, "MRR@100": 0.39156, "MRR@3": 0.38033, "MRR@5": 0.38753, "NDCG@1": 0.334, "NDCG@10": 0.30551, "NDCG@100": 0.30766, "NDCG@3": 0.30146, "NDCG@5": 0.30177, "P@1": 0.334, "P@10": 0.0692, "P@100": 0.00722, "P@3": 0.18133, "P@5": 0.126, "Recall@1": 0.18713, "Recall@10": 0.32352, "Recall@100": 0.33189, "Recall@3": 0.27306, "Recall@5": 0.3025}, "rus-miracl": {"MAP@1": 0.23061, "MAP@10": 0.31189, "MAP@100": 0.31214, "MAP@3": 0.29396, "MAP@5": 0.30665, "MRR@1": 0.47364, "MRR@10": 0.5029, "MRR@100": 0.50295, "MRR@3": 0.49973, "MRR@5": 0.50233, "NDCG@1": 0.47364, "NDCG@10": 0.36348, "NDCG@100": 0.36383, "NDCG@3": 0.3828, "NDCG@5": 0.3681, "P@1": 0.47364, "P@10": 0.09177, "P@100": 0.00924, "P@3": 0.2508, "P@5": 0.17125, "Recall@1": 0.23061, "Recall@10": 0.33949, "Recall@100": 0.34023, "Recall@3": 0.30852, "Recall@5": 0.32925}, "rus-mmarco": {"MAP@1": 0.12869, "MAP@10": 0.19017, "MAP@100": 0.19087, "MAP@3": 0.17629, "MAP@5": 0.18518, "MRR@1": 0.13238, "MRR@10": 0.19439, "MRR@100": 0.19508, "MRR@3": 0.18068, "MRR@5": 0.18947, "NDCG@1": 0.13252, "NDCG@10": 0.22067, "NDCG@100": 0.22301, "NDCG@3": 0.19317, "NDCG@5": 0.20897, "P@1": 0.13252, "P@10": 0.03242, "P@100": 0.00334, "P@3": 0.08219, "P@5": 0.05736, "Recall@1": 0.12869, "Recall@10": 0.31061, "Recall@100": 0.31931, "Recall@3": 0.23781, "Recall@5": 0.27549}, "rus-nfcorpus": {"MAP@1": 0.06495, "MAP@10": 0.13302, "MAP@100": 0.14166, "MAP@3": 0.10517, "MAP@5": 0.11921, "MRR@1": 0.48297, "MRR@10": 0.55843, "MRR@100": 0.56074, "MRR@3": 0.54386, "MRR@5": 0.55439, "NDCG@1": 0.4644, "NDCG@10": 0.34325, "NDCG@100": 0.23949, "NDCG@3": 0.41608, "NDCG@5": 0.38826, "P@1": 0.47678, "P@10": 0.23901, "P@100": 0.03133, "P@3": 0.38803, "P@5": 0.32817, "Recall@1": 0.06495, "Recall@10": 0.15941, "Recall@100": 0.18063, "Recall@3": 0.11359, "Recall@5": 0.13786}, "rus-quora": {"MAP@1": 0.55462, "MAP@10": 0.66319, "MAP@100": 0.66405, "MAP@3": 0.64442, "MAP@5": 0.65724, "MRR@1": 0.6382, "MRR@10": 0.70619, "MRR@100": 0.70657, "MRR@3": 0.69757, "MRR@5": 0.70382, "NDCG@1": 0.638, "NDCG@10": 0.70041, "NDCG@100": 0.70182, "NDCG@3": 0.68206, "NDCG@5": 0.69323, "P@1": 0.638, "P@10": 0.10274, "P@100": 0.01045, "P@3": 0.29747, "P@5": 0.1936, "Recall@1": 0.55462, "Recall@10": 0.76237, "Recall@100": 0.76835, "Recall@3": 0.70537, "Recall@5": 0.73967}, "rus-scidocs": {"MAP@1": 0.0482, "MAP@10": 0.10459, "MAP@100": 0.10816, "MAP@3": 0.08113, "MAP@5": 0.0939, "MRR@1": 0.238, "MRR@10": 0.32123, "MRR@100": 0.32396, "MRR@3": 0.3, "MRR@5": 0.31325, "NDCG@1": 0.238, "NDCG@10": 0.17241, "NDCG@100": 0.18243, "NDCG@3": 0.18072, "NDCG@5": 0.15173, "P@1": 0.238, "P@10": 0.0825, "P@100": 0.00938, "P@3": 0.165, "P@5": 0.1276, "Recall@1": 0.0482, "Recall@10": 0.16733, "Recall@100": 0.19045, "Recall@3": 0.1003, "Recall@5": 0.12935}, "rus-scifact": {"MAP@1": 0.61594, "MAP@10": 0.69668, "MAP@100": 0.69755, "MAP@3": 0.67244, "MAP@5": 0.68865, "MRR@1": 0.64667, "MRR@10": 0.7073, "MRR@100": 0.70788, "MRR@3": 0.68778, "MRR@5": 0.70061, "NDCG@1": 0.64667, "NDCG@10": 0.73128, "NDCG@100": 0.73357, "NDCG@3": 0.69169, "NDCG@5": 0.71441, "P@1": 0.64667, "P@10": 0.09267, "P@100": 0.0094, "P@3": 0.26444, "P@5": 0.17333, "Recall@1": 0.61594, "Recall@10": 0.82656, "Recall@100": 0.83389, "Recall@3": 0.723, "Recall@5": 0.77894}, "rus-touche": {"MAP@1": 0.03528, "MAP@10": 0.13342, "MAP@100": 0.15375, "MAP@3": 0.07675, "MAP@5": 0.09771, "MRR@1": 0.46939, "MRR@10": 0.65751, "MRR@100": 0.65921, "MRR@3": 0.63265, "MRR@5": 0.65204, "NDCG@1": 0.44898, "NDCG@10": 0.3323, "NDCG@100": 0.31285, "NDCG@3": 0.42233, "NDCG@5": 0.36883, "P@1": 0.46939, "P@10": 0.28571, "P@100": 0.03918, "P@3": 0.44218, "P@5": 0.36327, "Recall@1": 0.03528, "Recall@10": 0.20274, "Recall@100": 0.26441, "Recall@3": 0.09338, "Recall@5": 0.12883}, "rus-trec-covid": {"MAP@1": 0.00244, "MAP@10": 0.01828, "MAP@100": 0.02682, "MAP@3": 0.00679, "MAP@5": 0.01075, "MRR@1": 0.88, "MRR@10": 0.92286, "MRR@100": 0.92286, "MRR@3": 0.92, "MRR@5": 0.92, "NDCG@1": 0.82, "NDCG@10": 0.69017, "NDCG@100": 0.1912, "NDCG@3": 0.78816, "NDCG@5": 0.75599, "P@1": 0.88, "P@10": 0.72, "P@100": 0.1116, "P@3": 0.84, "P@5": 0.804, "Recall@1": 0.00244, "Recall@10": 0.01937, "Recall@100": 0.02932, "Recall@3": 0.00694, "Recall@5": 0.01113}, "rus-tydiqa": {"MAP@1": 0.36489, "MAP@10": 0.46012, "MAP@100": 0.46053, "MAP@3": 0.44825, "MAP@5": 0.45777, "MRR@1": 0.39759, "MRR@10": 0.48883, "MRR@100": 0.4891, "MRR@3": 0.48135, "MRR@5": 0.48708, "NDCG@1": 0.39501, "NDCG@10": 0.49843, "NDCG@100": 0.49976, "NDCG@3": 0.47934, "NDCG@5": 0.49389, "P@1": 0.39501, "P@10": 0.06592, "P@100": 0.00665, "P@3": 0.19908, "P@5": 0.12823, "Recall@1": 0.36489, "Recall@10": 0.58391, "Recall@100": 0.58864, "Recall@3": 0.53973, "Recall@5": 0.57157}, "rus-xquad": {"MAP@1": 0.97899, "MAP@10": 0.9862, "MAP@100": 0.9862, "MAP@3": 0.98599, "MAP@5": 0.9862, "MRR@1": 0.97899, "MRR@10": 0.9862, "MRR@100": 0.9862, "MRR@3": 0.98599, "MRR@5": 0.9862, "NDCG@1": 0.97899, "NDCG@10": 0.98826, "NDCG@100": 0.98826, "NDCG@3": 0.98789, "NDCG@5": 0.98826, "P@1": 0.97899, "P@10": 0.09941, "P@100": 0.00994, "P@3": 0.33109, "P@5": 0.19882, "Recall@1": 0.97899, "Recall@10": 0.99412, "Recall@100": 0.99412, "Recall@3": 0.99328, "Recall@5": 0.99412}, "rus-xquad-sentences": {"MAP@1": 0.86597, "MAP@10": 0.89799, "MAP@100": 0.89805, "MAP@3": 0.89594, "MAP@5": 0.89775, "MRR@1": 0.86639, "MRR@10": 0.89841, "MRR@100": 0.89847, "MRR@3": 0.89636, "MRR@5": 0.89817, "NDCG@1": 0.86639, "NDCG@10": 0.90856, "NDCG@100": 0.90878, "NDCG@3": 0.90482, "NDCG@5": 0.908, "P@1": 0.86639, "P@10": 0.09395, "P@100": 0.0094, "P@3": 0.31008, "P@5": 0.18756, "Recall@1": 0.86597, "Recall@10": 0.93908, "Recall@100": 0.93992, "Recall@3": 0.92983, "Recall@5": 0.93739}, "ruscibench-retrieval": {"MAP@1": 0.24305, "MAP@10": 0.38462, "MAP@100": 0.38756, "MAP@3": 0.33487, "MAP@5": 0.36321, "MRR@1": 0.68986, "MRR@10": 0.74007, "MRR@100": 0.7403, "MRR@3": 0.73575, "MRR@5": 0.73894, "NDCG@1": 0.68986, "NDCG@10": 0.48324, "NDCG@100": 0.48821, "NDCG@3": 0.5415, "NDCG@5": 0.49584, "P@1": 0.68986, "P@10": 0.17536, "P@100": 0.01812, "P@3": 0.41063, "P@5": 0.29855, "Recall@1": 0.24305, "Recall@10": 0.43777, "Recall@100": 0.44919, "Recall@3": 0.35033, "Recall@5": 0.39556}, "sberquad-retrieval": {"MAP@1": 0.2643, "MAP@10": 0.61281, "MAP@100": 0.61284, "MAP@3": 0.60938, "MAP@5": 0.61246, "MRR@1": 0.46982, "MRR@10": 0.71645, "MRR@100": 0.7165, "MRR@3": 0.71389, "MRR@5": 0.71615, "NDCG@1": 0.2643, "NDCG@10": 0.70703, "NDCG@100": 0.70713, "NDCG@3": 0.7008, "NDCG@5": 0.70618, "P@1": 0.2643, "P@10": 0.09742, "P@100": 0.00975, "P@3": 0.31963, "P@5": 0.19432, "Recall@1": 0.2643, "Recall@10": 0.97419, "Recall@100": 0.97458, "Recall@3": 0.9589, "Recall@5": 0.9716}, "wikifacts-articles": {"MAP@1": 0.60506, "MAP@10": 0.77763, "MAP@100": 0.77883, "MAP@3": 0.74807, "MAP@5": 0.76859, "MRR@1": 0.76934, "MRR@10": 0.85023, "MRR@100": 0.85042, "MRR@3": 0.84605, "MRR@5": 0.84906, "NDCG@1": 0.76168, "NDCG@10": 0.82598, "NDCG@100": 0.82834, "NDCG@3": 0.79576, "NDCG@5": 0.8144, "P@1": 0.76953, "P@10": 0.13467, "P@100": 0.01365, "P@3": 0.38905, "P@5": 0.25438, "Recall@1": 0.60506, "Recall@10": 0.88849, "Recall@100": 0.89562, "Recall@3": 0.81599, "Recall@5": 0.86039}, "wikifacts-para": {"MAP@1": 0.31321, "MAP@10": 0.45521, "MAP@100": 0.45722, "MAP@3": 0.42414, "MAP@5": 0.44505, "MRR@1": 0.48537, "MRR@10": 0.59431, "MRR@100": 0.59478, "MRR@3": 0.58197, "MRR@5": 0.59106, "NDCG@1": 0.4769, "NDCG@10": 0.52802, "NDCG@100": 0.53226, "NDCG@3": 0.49814, "NDCG@5": 0.51438, "P@1": 0.48518, "P@10": 0.11012, "P@100": 0.01138, "P@3": 0.28775, "P@5": 0.19952, "Recall@1": 0.31321, "Recall@10": 0.59074, "Recall@100": 0.60293, "Recall@3": 0.49977, "Recall@5": 0.55296}, "wikifacts-sents": {"MAP@1": 0.09405, "MAP@10": 0.13644, "MAP@100": 0.13723, "MAP@3": 0.12749, "MAP@5": 0.13334, "MRR@1": 0.1749, "MRR@10": 0.22655, "MRR@100": 0.22733, "MRR@3": 0.21803, "MRR@5": 0.22351, "NDCG@1": 0.15319, "NDCG@10": 0.17067, "NDCG@100": 0.17293, "NDCG@3": 0.16246, "NDCG@5": 0.16605, "P@1": 0.1588, "P@10": 0.03952, "P@100": 0.00415, "P@3": 0.10086, "P@5": 0.07007, "Recall@1": 0.09405, "Recall@10": 0.18795, "Recall@100": 0.19479, "Recall@3": 0.15597, "Recall@5": 0.17346}, "wikifacts-window_2": {"MAP@1": 0.08617, "MAP@10": 0.19029, "MAP@100": 0.19275, "MAP@3": 0.1602, "MAP@5": 0.17979, "MRR@1": 0.30874, "MRR@10": 0.39599, "MRR@100": 0.39678, "MRR@3": 0.38127, "MRR@5": 0.39152, "NDCG@1": 0.29627, "NDCG@10": 0.2634, "NDCG@100": 0.26549, "NDCG@3": 0.26956, "NDCG@5": 0.2639, "P@1": 0.30437, "P@10": 0.10577, "P@100": 0.01131, "P@3": 0.2323, "P@5": 0.17719, "Recall@1": 0.08617, "Recall@10": 0.25977, "Recall@100": 0.2716, "Recall@3": 0.18827, "Recall@5": 0.22889}, "wikifacts-window_3": {"MAP@1": 0.0691, "MAP@10": 0.2122, "MAP@100": 0.21821, "MAP@3": 0.16281, "MAP@5": 0.19012, "MRR@1": 0.36043, "MRR@10": 0.44349, "MRR@100": 0.44457, "MRR@3": 0.42747, "MRR@5": 0.43815, "NDCG@1": 0.35006, "NDCG@10": 0.30251, "NDCG@100": 0.30243, "NDCG@3": 0.32125, "NDCG@5": 0.31092, "P@1": 0.35897, "P@10": 0.16336, "P@100": 0.01812, "P@3": 0.31921, "P@5": 0.25321, "Recall@1": 0.0691, "Recall@10": 0.27903, "Recall@100": 0.29982, "Recall@3": 0.18239, "Recall@5": 0.22955}, "wikifacts-window_4": {"MAP@1": 0.05712, "MAP@10": 0.22304, "MAP@100": 0.23321, "MAP@3": 0.14614, "MAP@5": 0.19046, "MRR@1": 0.39709, "MRR@10": 0.47193, "MRR@100": 0.47328, "MRR@3": 0.45568, "MRR@5": 0.46585, "NDCG@1": 0.38538, "NDCG@10": 0.32946, "NDCG@100": 0.32224, "NDCG@3": 0.36545, "NDCG@5": 0.34452, "P@1": 0.39419, "P@10": 0.21428, "P@100": 0.0245, "P@3": 0.36748, "P@5": 0.31342, "Recall@1": 0.05712, "Recall@10": 0.28336, "Recall@100": 0.31236, "Recall@3": 0.15969, "Recall@5": 0.22036}, "wikifacts-window_5": {"MAP@1": 0.04877, "MAP@10": 0.22625, "MAP@100": 0.24148, "MAP@3": 0.12727, "MAP@5": 0.18559, "MRR@1": 0.41922, "MRR@10": 0.49189, "MRR@100": 0.49356, "MRR@3": 0.47507, "MRR@5": 0.48511, "NDCG@1": 0.40831, "NDCG@10": 0.34956, "NDCG@100": 0.33392, "NDCG@3": 0.38995, "NDCG@5": 0.36822, "P@1": 0.41759, "P@10": 0.25985, "P@100": 0.03071, "P@3": 0.39269, "P@5": 0.36294, "Recall@1": 0.04877, "Recall@10": 0.28078, "Recall@100": 0.31823, "Recall@3": 0.13718, "Recall@5": 0.2095}, "wikifacts-window_6": {"MAP@1": 0.04351, "MAP@10": 0.22787, "MAP@100": 0.24966, "MAP@3": 0.11546, "MAP@5": 0.17343, "MRR@1": 0.43821, "MRR@10": 0.51082, "MRR@100": 0.51275, "MRR@3": 0.49441, "MRR@5": 0.50375, "NDCG@1": 0.43047, "NDCG@10": 0.37101, "NDCG@100": 0.34519, "NDCG@3": 0.41391, "NDCG@5": 0.39648, "P@1": 0.4393, "P@10": 0.29681, "P@100": 0.03644, "P@3": 0.41753, "P@5": 0.39401, "Recall@1": 0.04351, "Recall@10": 0.27662, "Recall@100": 0.32417, "Recall@3": 0.12382, "Recall@5": 0.19328}}}, "source_url": "", "type": "reranker", "verified": true} {"date": "2026-07-24", "hardware": "cuda", "model_id": "google/embeddinggemma-300m", "model_name": "embeddinggemma-300m", "notes": "", "organization": "google", "runtime_seconds": 4470.43, "scores": {"average": {"MAP@1": 0.25433, "MAP@10": 0.37345, "MAP@100": 0.40575, "MAP@3": 0.3302, "MAP@5": 0.35132, "MRR@1": 0.48027, "MRR@10": 0.58028, "MRR@100": 0.58568, "MRR@3": 0.55959, "MRR@5": 0.57159, "NDCG@1": 0.45577, "NDCG@10": 0.50372, "NDCG@100": 0.53641, "NDCG@3": 0.48969, "NDCG@5": 0.49339, "P@1": 0.46022, "P@10": 0.19004, "P@100": 0.0624, "P@3": 0.31652, "P@5": 0.25546, "Recall@1": 0.25433, "Recall@10": 0.5024, "Recall@100": 0.67412, "Recall@3": 0.38749, "Recall@5": 0.43616}, "datasets": {"legal_search_2004": {"MAP@1": 0.06165, "MAP@10": 0.18527, "MAP@100": 0.27665, "MAP@3": 0.11905, "MAP@5": 0.14487, "MRR@1": 0.51648, "MRR@10": 0.57349, "MRR@100": 0.5772, "MRR@3": 0.56777, "MRR@5": 0.56777, "NDCG@1": 0.51648, "NDCG@10": 0.4162, "NDCG@100": 0.42848, "NDCG@3": 0.45906, "NDCG@5": 0.44245, "P@1": 0.51648, "P@10": 0.32747, "P@100": 0.10593, "P@3": 0.42857, "P@5": 0.38901, "Recall@1": 0.06165, "Recall@10": 0.22898, "Recall@100": 0.48679, "Recall@3": 0.13199, "Recall@5": 0.16575}, "legal_search_2007": {"MAP@1": 0.02689, "MAP@10": 0.10658, "MAP@100": 0.2168, "MAP@3": 0.04566, "MAP@5": 0.06479, "MRR@1": 0.44, "MRR@10": 0.57556, "MRR@100": 0.57645, "MRR@3": 0.55333, "MRR@5": 0.56833, "NDCG@1": 0.44, "NDCG@10": 0.41099, "NDCG@100": 0.37283, "NDCG@3": 0.44288, "NDCG@5": 0.43338, "P@1": 0.44, "P@10": 0.378, "P@100": 0.1488, "P@3": 0.44, "P@5": 0.42, "Recall@1": 0.02689, "Recall@10": 0.1447, "Recall@100": 0.39005, "Recall@3": 0.05184, "Recall@5": 0.07905}, "ru-facts": {"MAP@1": 0.83222, "MAP@10": 0.9105, "MAP@100": 0.91055, "MAP@3": 0.90919, "MAP@5": 0.91037, "MRR@1": 0.82552, "MRR@10": 0.90671, "MRR@100": 0.90675, "MRR@3": 0.9054, "MRR@5": 0.90658, "NDCG@1": 0.83222, "NDCG@10": 0.93352, "NDCG@100": 0.93364, "NDCG@3": 0.93105, "NDCG@5": 0.93322, "P@1": 0.83222, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.3311, "P@5": 0.19973, "Recall@1": 0.83222, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99331, "Recall@5": 0.99866}, "rubq": {"MAP@1": 0.39749, "MAP@10": 0.61628, "MAP@100": 0.6262, "MAP@3": 0.5583, "MAP@5": 0.59569, "MRR@1": 0.56087, "MRR@10": 0.69474, "MRR@100": 0.69799, "MRR@3": 0.67149, "MRR@5": 0.68804, "NDCG@1": 0.56087, "NDCG@10": 0.69885, "NDCG@100": 0.72884, "NDCG@3": 0.62111, "NDCG@5": 0.6649, "P@1": 0.56087, "P@10": 0.14001, "P@100": 0.01615, "P@3": 0.34496, "P@5": 0.24586, "Recall@1": 0.39749, "Recall@10": 0.85447, "Recall@100": 0.96757, "Recall@3": 0.6666, "Recall@5": 0.76762}, "rus-arguana": {"MAP@1": 0.24253, "MAP@10": 0.39265, "MAP@100": 0.40327, "MAP@3": 0.34353, "MAP@5": 0.37169, "MRR@1": 0.24253, "MRR@10": 0.39259, "MRR@100": 0.40321, "MRR@3": 0.34365, "MRR@5": 0.37163, "NDCG@1": 0.24253, "NDCG@10": 0.47891, "NDCG@100": 0.52555, "NDCG@3": 0.37709, "NDCG@5": 0.42811, "P@1": 0.24253, "P@10": 0.0756, "P@100": 0.00963, "P@3": 0.15813, "P@5": 0.11977, "Recall@1": 0.24253, "Recall@10": 0.75605, "Recall@100": 0.96302, "Recall@3": 0.4744, "Recall@5": 0.59886}, "rus-fiqa": {"MAP@1": 0.17731, "MAP@10": 0.27941, "MAP@100": 0.29696, "MAP@3": 0.23972, "MAP@5": 0.26332, "MRR@1": 0.33, "MRR@10": 0.41281, "MRR@100": 0.42203, "MRR@3": 0.38833, "MRR@5": 0.40213, "NDCG@1": 0.33, "NDCG@10": 0.35049, "NDCG@100": 0.41577, "NDCG@3": 0.30597, "NDCG@5": 0.32489, "P@1": 0.33, "P@10": 0.0942, "P@100": 0.01614, "P@3": 0.192, "P@5": 0.1468, "Recall@1": 0.17731, "Recall@10": 0.42409, "Recall@100": 0.66976, "Recall@3": 0.28487, "Recall@5": 0.35056}, "rus-nfcorpus": {"MAP@1": 0.05189, "MAP@10": 0.12283, "MAP@100": 0.15527, "MAP@3": 0.08761, "MAP@5": 0.10199, "MRR@1": 0.42415, "MRR@10": 0.5108, "MRR@100": 0.51789, "MRR@3": 0.49174, "MRR@5": 0.50428, "NDCG@1": 0.40867, "NDCG@10": 0.33138, "NDCG@100": 0.30503, "NDCG@3": 0.37934, "NDCG@5": 0.35533, "P@1": 0.42415, "P@10": 0.24861, "P@100": 0.07966, "P@3": 0.36017, "P@5": 0.30774, "Recall@1": 0.05189, "Recall@10": 0.16617, "Recall@100": 0.31552, "Recall@3": 0.10186, "Recall@5": 0.1264}, "rus-quora": {"MAP@1": 0.59065, "MAP@10": 0.73327, "MAP@100": 0.74125, "MAP@3": 0.69942, "MAP@5": 0.72041, "MRR@1": 0.681, "MRR@10": 0.76612, "MRR@100": 0.76897, "MRR@3": 0.7491, "MRR@5": 0.76004, "NDCG@1": 0.6812, "NDCG@10": 0.78246, "NDCG@100": 0.80471, "NDCG@3": 0.74014, "NDCG@5": 0.76267, "P@1": 0.6812, "P@10": 0.12208, "P@100": 0.0144, "P@3": 0.32713, "P@5": 0.21924, "Recall@1": 0.59065, "Recall@10": 0.88974, "Recall@100": 0.97367, "Recall@3": 0.77451, "Recall@5": 0.83351}, "rus-scidocs": {"MAP@1": 0.03718, "MAP@10": 0.09293, "MAP@100": 0.10881, "MAP@3": 0.06788, "MAP@5": 0.07888, "MRR@1": 0.183, "MRR@10": 0.27901, "MRR@100": 0.29031, "MRR@3": 0.25017, "MRR@5": 0.26427, "NDCG@1": 0.183, "NDCG@10": 0.16012, "NDCG@100": 0.2275, "NDCG@3": 0.15356, "NDCG@5": 0.13069, "P@1": 0.183, "P@10": 0.0835, "P@100": 0.01809, "P@3": 0.14467, "P@5": 0.1134, "Recall@1": 0.03718, "Recall@10": 0.16958, "Recall@100": 0.368, "Recall@3": 0.08793, "Recall@5": 0.11503}, "rus-scifact": {"MAP@1": 0.53194, "MAP@10": 0.64467, "MAP@100": 0.65062, "MAP@3": 0.62056, "MAP@5": 0.63121, "MRR@1": 0.56, "MRR@10": 0.65823, "MRR@100": 0.66265, "MRR@3": 0.64167, "MRR@5": 0.64833, "NDCG@1": 0.56, "NDCG@10": 0.69395, "NDCG@100": 0.71841, "NDCG@3": 0.65088, "NDCG@5": 0.66588, "P@1": 0.56, "P@10": 0.09333, "P@100": 0.01063, "P@3": 0.25667, "P@5": 0.166, "Recall@1": 0.53194, "Recall@10": 0.83056, "Recall@100": 0.93867, "Recall@3": 0.71217, "Recall@5": 0.74861}, "rus-touche": {"MAP@1": 0.01557, "MAP@10": 0.08311, "MAP@100": 0.12893, "MAP@3": 0.04279, "MAP@5": 0.0566, "MRR@1": 0.2449, "MRR@10": 0.43125, "MRR@100": 0.4436, "MRR@3": 0.40136, "MRR@5": 0.41565, "NDCG@1": 0.22449, "NDCG@10": 0.21294, "NDCG@100": 0.30966, "NDCG@3": 0.24322, "NDCG@5": 0.22372, "P@1": 0.2449, "P@10": 0.20408, "P@100": 0.06735, "P@3": 0.28571, "P@5": 0.2449, "Recall@1": 0.01557, "Recall@10": 0.14564, "Recall@100": 0.41735, "Recall@3": 0.06089, "Recall@5": 0.08701}, "rus-trec-covid": {"MAP@1": 0.0021, "MAP@10": 0.01876, "MAP@100": 0.11655, "MAP@3": 0.00613, "MAP@5": 0.01014, "MRR@1": 0.78, "MRR@10": 0.87167, "MRR@100": 0.87167, "MRR@3": 0.86667, "MRR@5": 0.87167, "NDCG@1": 0.76, "NDCG@10": 0.75552, "NDCG@100": 0.59502, "NDCG@3": 0.77, "NDCG@5": 0.76767, "P@1": 0.78, "P@10": 0.804, "P@100": 0.6178, "P@3": 0.82667, "P@5": 0.824, "Recall@1": 0.0021, "Recall@10": 0.02081, "Recall@100": 0.14821, "Recall@3": 0.00657, "Recall@5": 0.01093}, "rus-tydiqa": {"MAP@1": 0.33979, "MAP@10": 0.4985, "MAP@100": 0.50762, "MAP@3": 0.45762, "MAP@5": 0.48222, "MRR@1": 0.37522, "MRR@10": 0.52496, "MRR@100": 0.53179, "MRR@3": 0.49039, "MRR@5": 0.51109, "NDCG@1": 0.37091, "NDCG@10": 0.57611, "NDCG@100": 0.61385, "NDCG@3": 0.49899, "NDCG@5": 0.54006, "P@1": 0.37091, "P@10": 0.0901, "P@100": 0.01104, "P@3": 0.21916, "P@5": 0.15456, "Recall@1": 0.33979, "Recall@10": 0.78844, "Recall@100": 0.95267, "Recall@3": 0.58835, "Recall@5": 0.68259}, "rus-xquad": {"MAP@1": 0.92185, "MAP@10": 0.95103, "MAP@100": 0.95141, "MAP@3": 0.94874, "MAP@5": 0.95046, "MRR@1": 0.92185, "MRR@10": 0.95103, "MRR@100": 0.95141, "MRR@3": 0.94874, "MRR@5": 0.95046, "NDCG@1": 0.92185, "NDCG@10": 0.96166, "NDCG@100": 0.96323, "NDCG@3": 0.95718, "NDCG@5": 0.96029, "P@1": 0.92185, "P@10": 0.09933, "P@100": 0.01, "P@3": 0.32717, "P@5": 0.19782, "Recall@1": 0.92185, "Recall@10": 0.99328, "Recall@100": 1.0, "Recall@3": 0.98151, "Recall@5": 0.98908}, "rus-xquad-sentences": {"MAP@1": 0.78193, "MAP@10": 0.8545, "MAP@100": 0.85556, "MAP@3": 0.84454, "MAP@5": 0.85071, "MRR@1": 0.78235, "MRR@10": 0.85471, "MRR@100": 0.85577, "MRR@3": 0.84496, "MRR@5": 0.85092, "NDCG@1": 0.78235, "NDCG@10": 0.8839, "NDCG@100": 0.88885, "NDCG@3": 0.86423, "NDCG@5": 0.87501, "P@1": 0.78235, "P@10": 0.09739, "P@100": 0.00997, "P@3": 0.307, "P@5": 0.18941, "Recall@1": 0.78193, "Recall@10": 0.97311, "Recall@100": 0.9958, "Recall@3": 0.92059, "Recall@5": 0.94622}, "ruscibench-retrieval": {"MAP@1": 0.26027, "MAP@10": 0.45671, "MAP@100": 0.50023, "MAP@3": 0.36596, "MAP@5": 0.40578, "MRR@1": 0.66957, "MRR@10": 0.77422, "MRR@100": 0.77639, "MRR@3": 0.75942, "MRR@5": 0.76957, "NDCG@1": 0.66957, "NDCG@10": 0.58215, "NDCG@100": 0.67953, "NDCG@3": 0.58273, "NDCG@5": 0.55141, "P@1": 0.66957, "P@10": 0.2371, "P@100": 0.03864, "P@3": 0.45121, "P@5": 0.34145, "Recall@1": 0.26027, "Recall@10": 0.60201, "Recall@100": 0.86856, "Recall@3": 0.40335, "Recall@5": 0.47362}, "sberquad-retrieval": {"MAP@1": 0.22538, "MAP@10": 0.53425, "MAP@100": 0.53707, "MAP@3": 0.51476, "MAP@5": 0.52851, "MRR@1": 0.68288, "MRR@10": 0.77217, "MRR@100": 0.77494, "MRR@3": 0.75867, "MRR@5": 0.76718, "NDCG@1": 0.22538, "NDCG@10": 0.6327, "NDCG@100": 0.64602, "NDCG@3": 0.59443, "NDCG@5": 0.61896, "P@1": 0.22538, "P@10": 0.09216, "P@100": 0.00983, "P@3": 0.2735, "P@5": 0.17589, "Recall@1": 0.22538, "Recall@10": 0.92156, "Recall@100": 0.98292, "Recall@3": 0.82049, "Recall@5": 0.87947}, "wikifacts-sents": {"MAP@1": 0.09128, "MAP@10": 0.14879, "MAP@100": 0.15718, "MAP@3": 0.13115, "MAP@5": 0.14117, "MRR@1": 0.15771, "MRR@10": 0.23474, "MRR@100": 0.24202, "MRR@3": 0.2149, "MRR@5": 0.22627, "NDCG@1": 0.1522, "NDCG@10": 0.19618, "NDCG@100": 0.2348, "NDCG@3": 0.1689, "NDCG@5": 0.18072, "P@1": 0.15699, "P@10": 0.05061, "P@100": 0.00909, "P@3": 0.10695, "P@5": 0.07994, "Recall@1": 0.09128, "Recall@10": 0.24437, "Recall@100": 0.39166, "Recall@3": 0.16718, "Recall@5": 0.20141}, "wikifacts-window_2": {"MAP@1": 0.07566, "MAP@10": 0.18841, "MAP@100": 0.2083, "MAP@3": 0.14429, "MAP@5": 0.16888, "MRR@1": 0.27869, "MRR@10": 0.38599, "MRR@100": 0.39306, "MRR@3": 0.35792, "MRR@5": 0.3745, "NDCG@1": 0.26831, "NDCG@10": 0.27461, "NDCG@100": 0.33725, "NDCG@3": 0.25071, "NDCG@5": 0.25643, "P@1": 0.2745, "P@10": 0.12248, "P@100": 0.02273, "P@3": 0.21955, "P@5": 0.17942, "Recall@1": 0.07566, "Recall@10": 0.30137, "Recall@100": 0.49954, "Recall@3": 0.17721, "Recall@5": 0.23354}, "wikifacts-window_3": {"MAP@1": 0.06042, "MAP@10": 0.19734, "MAP@100": 0.23076, "MAP@3": 0.13535, "MAP@5": 0.16698, "MRR@1": 0.32188, "MRR@10": 0.42277, "MRR@100": 0.42995, "MRR@3": 0.39434, "MRR@5": 0.41081, "NDCG@1": 0.31278, "NDCG@10": 0.29806, "NDCG@100": 0.37692, "NDCG@3": 0.28323, "NDCG@5": 0.28645, "P@1": 0.32115, "P@10": 0.1742, "P@100": 0.03526, "P@3": 0.28114, "P@5": 0.24012, "Recall@1": 0.06042, "Recall@10": 0.29714, "Recall@100": 0.53042, "Recall@3": 0.15709, "Recall@5": 0.21577}, "wikifacts-window_4": {"MAP@1": 0.0485, "MAP@10": 0.19684, "MAP@100": 0.24343, "MAP@3": 0.11892, "MAP@5": 0.15692, "MRR@1": 0.34133, "MRR@10": 0.43897, "MRR@100": 0.4467, "MRR@3": 0.41141, "MRR@5": 0.42794, "NDCG@1": 0.33243, "NDCG@10": 0.30996, "NDCG@100": 0.39787, "NDCG@3": 0.31363, "NDCG@5": 0.30195, "P@1": 0.34114, "P@10": 0.2147, "P@100": 0.0469, "P@3": 0.31589, "P@5": 0.27938, "Recall@1": 0.0485, "Recall@10": 0.28393, "Recall@100": 0.54377, "Recall@3": 0.13449, "Recall@5": 0.1941}, "wikifacts-window_5": {"MAP@1": 0.04056, "MAP@10": 0.19106, "MAP@100": 0.25057, "MAP@3": 0.10135, "MAP@5": 0.1449, "MRR@1": 0.35286, "MRR@10": 0.44742, "MRR@100": 0.45535, "MRR@3": 0.41973, "MRR@5": 0.43511, "NDCG@1": 0.34288, "NDCG@10": 0.31696, "NDCG@100": 0.41039, "NDCG@3": 0.3274, "NDCG@5": 0.31186, "P@1": 0.35231, "P@10": 0.2485, "P@100": 0.05852, "P@3": 0.33158, "P@5": 0.31043, "Recall@1": 0.04056, "Recall@10": 0.26744, "Recall@100": 0.5484, "Recall@3": 0.11304, "Recall@5": 0.17501}, "wikifacts-window_6": {"MAP@1": 0.03654, "MAP@10": 0.18575, "MAP@100": 0.25825, "MAP@3": 0.09197, "MAP@5": 0.13394, "MRR@1": 0.37343, "MRR@10": 0.46644, "MRR@100": 0.47454, "MRR@3": 0.43942, "MRR@5": 0.45409, "NDCG@1": 0.36463, "NDCG@10": 0.32789, "NDCG@100": 0.42325, "NDCG@3": 0.34718, "NDCG@5": 0.33186, "P@1": 0.37362, "P@10": 0.27345, "P@100": 0.06857, "P@3": 0.35112, "P@5": 0.33061, "Recall@1": 0.03654, "Recall@10": 0.25222, "Recall@100": 0.55231, "Recall@3": 0.10213, "Recall@5": 0.15896}}}, "source_url": "", "type": "dense", "verified": true} {"base_model_id": "google/embeddinggemma-300m", "date": "2026-07-25", "hardware": "cuda", "model_id": "google/embeddinggemma-300m+BAAI/bge-reranker-v2-m3", "model_name": "embeddinggemma-300m+BGE-Reranker", "notes": "", "organization": "BAAI", "rerank_top_k": 100, "runtime_seconds": 3873.77, "scores": {"average": {"MAP@1": 0.28438, "MAP@10": 0.42258, "MAP@100": 0.45539, "MAP@3": 0.37074, "MAP@5": 0.39678, "MRR@1": 0.55789, "MRR@10": 0.64474, "MRR@100": 0.64864, "MRR@3": 0.62663, "MRR@5": 0.63753, "NDCG@1": 0.52698, "NDCG@10": 0.56006, "NDCG@100": 0.57602, "NDCG@3": 0.55425, "NDCG@5": 0.55435, "P@1": 0.5318, "P@10": 0.21667, "P@100": 0.0624, "P@3": 0.36393, "P@5": 0.29466, "Recall@1": 0.28438, "Recall@10": 0.53887, "Recall@100": 0.67412, "Recall@3": 0.4253, "Recall@5": 0.47514}, "datasets": {"legal_search_2004": {"MAP@1": 0.08679, "MAP@10": 0.24038, "MAP@100": 0.35477, "MAP@3": 0.15934, "MAP@5": 0.19095, "MRR@1": 0.61538, "MRR@10": 0.66886, "MRR@100": 0.66934, "MRR@3": 0.65751, "MRR@5": 0.6652, "NDCG@1": 0.6044, "NDCG@10": 0.49862, "NDCG@100": 0.48056, "NDCG@3": 0.55203, "NDCG@5": 0.53451, "P@1": 0.6044, "P@10": 0.37912, "P@100": 0.10593, "P@3": 0.50916, "P@5": 0.46374, "Recall@1": 0.08679, "Recall@10": 0.28212, "Recall@100": 0.48679, "Recall@3": 0.1675, "Recall@5": 0.20932}, "legal_search_2007": {"MAP@1": 0.03462, "MAP@10": 0.12118, "MAP@100": 0.24774, "MAP@3": 0.06662, "MAP@5": 0.08489, "MRR@1": 0.58, "MRR@10": 0.654, "MRR@100": 0.654, "MRR@3": 0.61667, "MRR@5": 0.64067, "NDCG@1": 0.58, "NDCG@10": 0.45714, "NDCG@100": 0.39917, "NDCG@3": 0.51594, "NDCG@5": 0.48729, "P@1": 0.58, "P@10": 0.408, "P@100": 0.1488, "P@3": 0.49333, "P@5": 0.452, "Recall@1": 0.03462, "Recall@10": 0.14899, "Recall@100": 0.39005, "Recall@3": 0.07185, "Recall@5": 0.09698}, "ru-facts": {"MAP@1": 0.82106, "MAP@10": 0.90394, "MAP@100": 0.90397, "MAP@3": 0.90228, "MAP@5": 0.90359, "MRR@1": 0.82151, "MRR@10": 0.90401, "MRR@100": 0.90404, "MRR@3": 0.90235, "MRR@5": 0.90367, "NDCG@1": 0.82106, "NDCG@10": 0.92861, "NDCG@100": 0.92872, "NDCG@3": 0.92546, "NDCG@5": 0.92784, "P@1": 0.82106, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.33051, "P@5": 0.19946, "Recall@1": 0.82106, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99152, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.48739, "MAP@10": 0.69778, "MAP@100": 0.70532, "MAP@3": 0.64376, "MAP@5": 0.67751, "MRR@1": 0.68972, "MRR@10": 0.78029, "MRR@100": 0.78275, "MRR@3": 0.7629, "MRR@5": 0.77399, "NDCG@1": 0.68913, "NDCG@10": 0.76847, "NDCG@100": 0.7897, "NDCG@3": 0.70056, "NDCG@5": 0.73554, "P@1": 0.68913, "P@10": 0.14675, "P@100": 0.01615, "P@3": 0.37628, "P@5": 0.25981, "Recall@1": 0.48739, "Recall@10": 0.88988, "Recall@100": 0.96757, "Recall@3": 0.72189, "Recall@5": 0.80538}, "rus-arguana": {"MAP@1": 0.30512, "MAP@10": 0.43544, "MAP@100": 0.44599, "MAP@3": 0.3945, "MAP@5": 0.41794, "MRR@1": 0.30512, "MRR@10": 0.43544, "MRR@100": 0.44599, "MRR@3": 0.3945, "MRR@5": 0.41794, "NDCG@1": 0.30512, "NDCG@10": 0.50962, "NDCG@100": 0.55749, "NDCG@3": 0.42479, "NDCG@5": 0.46685, "P@1": 0.30512, "P@10": 0.07475, "P@100": 0.00963, "P@3": 0.17093, "P@5": 0.1229, "Recall@1": 0.30512, "Recall@10": 0.74751, "Recall@100": 0.96302, "Recall@3": 0.5128, "Recall@5": 0.61451}, "rus-fiqa": {"MAP@1": 0.20824, "MAP@10": 0.32155, "MAP@100": 0.33728, "MAP@3": 0.28259, "MAP@5": 0.30669, "MRR@1": 0.386, "MRR@10": 0.46946, "MRR@100": 0.4764, "MRR@3": 0.447, "MRR@5": 0.4604, "NDCG@1": 0.386, "NDCG@10": 0.39507, "NDCG@100": 0.4509, "NDCG@3": 0.35901, "NDCG@5": 0.37422, "P@1": 0.386, "P@10": 0.1038, "P@100": 0.01614, "P@3": 0.22867, "P@5": 0.1696, "Recall@1": 0.20824, "Recall@10": 0.46229, "Recall@100": 0.66976, "Recall@3": 0.33647, "Recall@5": 0.39866}, "rus-nfcorpus": {"MAP@1": 0.06047, "MAP@10": 0.12881, "MAP@100": 0.16145, "MAP@3": 0.09764, "MAP@5": 0.11045, "MRR@1": 0.4582, "MRR@10": 0.5402, "MRR@100": 0.54552, "MRR@3": 0.52219, "MRR@5": 0.53349, "NDCG@1": 0.44582, "NDCG@10": 0.33917, "NDCG@100": 0.31339, "NDCG@3": 0.3946, "NDCG@5": 0.36917, "P@1": 0.4582, "P@10": 0.24396, "P@100": 0.07966, "P@3": 0.36636, "P@5": 0.31084, "Recall@1": 0.06047, "Recall@10": 0.16458, "Recall@100": 0.31552, "Recall@3": 0.10571, "Recall@5": 0.12871}, "rus-quora": {"MAP@1": 0.62865, "MAP@10": 0.77122, "MAP@100": 0.77804, "MAP@3": 0.73738, "MAP@5": 0.75879, "MRR@1": 0.7234, "MRR@10": 0.80215, "MRR@100": 0.80424, "MRR@3": 0.7874, "MRR@5": 0.79768, "NDCG@1": 0.7228, "NDCG@10": 0.81687, "NDCG@100": 0.83348, "NDCG@3": 0.77826, "NDCG@5": 0.80013, "P@1": 0.7228, "P@10": 0.12664, "P@100": 0.0144, "P@3": 0.3436, "P@5": 0.2298, "Recall@1": 0.62865, "Recall@10": 0.91464, "Recall@100": 0.97367, "Recall@3": 0.80755, "Recall@5": 0.86627}, "rus-scidocs": {"MAP@1": 0.03715, "MAP@10": 0.09138, "MAP@100": 0.10836, "MAP@3": 0.06648, "MAP@5": 0.07728, "MRR@1": 0.183, "MRR@10": 0.28078, "MRR@100": 0.29241, "MRR@3": 0.25, "MRR@5": 0.26615, "NDCG@1": 0.183, "NDCG@10": 0.16019, "NDCG@100": 0.22839, "NDCG@3": 0.15165, "NDCG@5": 0.13022, "P@1": 0.183, "P@10": 0.0842, "P@100": 0.01809, "P@3": 0.143, "P@5": 0.114, "Recall@1": 0.03715, "Recall@10": 0.1707, "Recall@100": 0.368, "Recall@3": 0.08703, "Recall@5": 0.11572}, "rus-scifact": {"MAP@1": 0.60444, "MAP@10": 0.68429, "MAP@100": 0.69116, "MAP@3": 0.6639, "MAP@5": 0.67258, "MRR@1": 0.62667, "MRR@10": 0.69325, "MRR@100": 0.69928, "MRR@3": 0.67889, "MRR@5": 0.68489, "NDCG@1": 0.62667, "NDCG@10": 0.72216, "NDCG@100": 0.74888, "NDCG@3": 0.6861, "NDCG@5": 0.69754, "P@1": 0.62667, "P@10": 0.09367, "P@100": 0.01063, "P@3": 0.26222, "P@5": 0.16667, "Recall@1": 0.60444, "Recall@10": 0.82744, "Recall@100": 0.93867, "Recall@3": 0.72872, "Recall@5": 0.757}, "rus-touche": {"MAP@1": 0.03482, "MAP@10": 0.12193, "MAP@100": 0.17967, "MAP@3": 0.07069, "MAP@5": 0.08931, "MRR@1": 0.40816, "MRR@10": 0.58016, "MRR@100": 0.58328, "MRR@3": 0.55102, "MRR@5": 0.56939, "NDCG@1": 0.38776, "NDCG@10": 0.30366, "NDCG@100": 0.37117, "NDCG@3": 0.36183, "NDCG@5": 0.33585, "P@1": 0.40816, "P@10": 0.26327, "P@100": 0.06735, "P@3": 0.38095, "P@5": 0.33061, "Recall@1": 0.03482, "Recall@10": 0.18108, "Recall@100": 0.41735, "Recall@3": 0.08471, "Recall@5": 0.11712}, "rus-trec-covid": {"MAP@1": 0.00209, "MAP@10": 0.021, "MAP@100": 0.12388, "MAP@3": 0.00652, "MAP@5": 0.01067, "MRR@1": 0.84, "MRR@10": 0.91333, "MRR@100": 0.91333, "MRR@3": 0.91333, "MRR@5": 0.91333, "NDCG@1": 0.81, "NDCG@10": 0.82095, "NDCG@100": 0.6099, "NDCG@3": 0.83307, "NDCG@5": 0.82477, "P@1": 0.84, "P@10": 0.888, "P@100": 0.6178, "P@3": 0.89333, "P@5": 0.884, "Recall@1": 0.00209, "Recall@10": 0.02284, "Recall@100": 0.14821, "Recall@3": 0.00696, "Recall@5": 0.01147}, "rus-tydiqa": {"MAP@1": 0.4432, "MAP@10": 0.59864, "MAP@100": 0.60469, "MAP@3": 0.56402, "MAP@5": 0.58606, "MRR@1": 0.47074, "MRR@10": 0.62033, "MRR@100": 0.62435, "MRR@3": 0.59682, "MRR@5": 0.61123, "NDCG@1": 0.47849, "NDCG@10": 0.66771, "NDCG@100": 0.69181, "NDCG@3": 0.60687, "NDCG@5": 0.64179, "P@1": 0.47849, "P@10": 0.09716, "P@100": 0.01104, "P@3": 0.25818, "P@5": 0.1747, "Recall@1": 0.4432, "Recall@10": 0.84968, "Recall@100": 0.95267, "Recall@3": 0.69607, "Recall@5": 0.77496}, "rus-xquad": {"MAP@1": 0.97647, "MAP@10": 0.98775, "MAP@100": 0.98775, "MAP@3": 0.98754, "MAP@5": 0.98775, "MRR@1": 0.97647, "MRR@10": 0.98775, "MRR@100": 0.98775, "MRR@3": 0.98754, "MRR@5": 0.98775, "NDCG@1": 0.97647, "NDCG@10": 0.99093, "NDCG@100": 0.99093, "NDCG@3": 0.99057, "NDCG@5": 0.99093, "P@1": 0.97647, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33305, "P@5": 0.2, "Recall@1": 0.97647, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99916, "Recall@5": 1.0}, "rus-xquad-sentences": {"MAP@1": 0.84832, "MAP@10": 0.90118, "MAP@100": 0.9018, "MAP@3": 0.89468, "MAP@5": 0.89838, "MRR@1": 0.84874, "MRR@10": 0.90146, "MRR@100": 0.90208, "MRR@3": 0.8951, "MRR@5": 0.8988, "NDCG@1": 0.84874, "NDCG@10": 0.92158, "NDCG@100": 0.92438, "NDCG@3": 0.90845, "NDCG@5": 0.91507, "P@1": 0.84874, "P@10": 0.0984, "P@100": 0.00997, "P@3": 0.31597, "P@5": 0.19277, "Recall@1": 0.84832, "Recall@10": 0.98319, "Recall@100": 0.9958, "Recall@3": 0.94748, "Recall@5": 0.96345}, "ruscibench-retrieval": {"MAP@1": 0.28186, "MAP@10": 0.66799, "MAP@100": 0.6849, "MAP@3": 0.47039, "MAP@5": 0.57189, "MRR@1": 0.82899, "MRR@10": 0.89694, "MRR@100": 0.8973, "MRR@3": 0.89324, "MRR@5": 0.89614, "NDCG@1": 0.82899, "NDCG@10": 0.77458, "NDCG@100": 0.79911, "NDCG@3": 0.76113, "NDCG@5": 0.74535, "P@1": 0.82899, "P@10": 0.35449, "P@100": 0.03864, "P@3": 0.63382, "P@5": 0.53043, "Recall@1": 0.28186, "Recall@10": 0.80692, "Recall@100": 0.86856, "Recall@3": 0.50965, "Recall@5": 0.64945}, "sberquad-retrieval": {"MAP@1": 0.25933, "MAP@10": 0.60856, "MAP@100": 0.60877, "MAP@3": 0.60339, "MAP@5": 0.60773, "MRR@1": 0.83558, "MRR@10": 0.90013, "MRR@100": 0.90033, "MRR@3": 0.89727, "MRR@5": 0.89957, "NDCG@1": 0.25933, "NDCG@10": 0.70484, "NDCG@100": 0.70576, "NDCG@3": 0.69517, "NDCG@5": 0.70288, "P@1": 0.25933, "P@10": 0.0979, "P@100": 0.00983, "P@3": 0.31818, "P@5": 0.1946, "Recall@1": 0.25933, "Recall@10": 0.97895, "Recall@100": 0.98292, "Recall@3": 0.95453, "Recall@5": 0.97299}, "wikifacts-sents": {"MAP@1": 0.08981, "MAP@10": 0.15198, "MAP@100": 0.16072, "MAP@3": 0.13182, "MAP@5": 0.14236, "MRR@1": 0.15572, "MRR@10": 0.23799, "MRR@100": 0.24531, "MRR@3": 0.21668, "MRR@5": 0.22881, "NDCG@1": 0.14614, "NDCG@10": 0.20239, "NDCG@100": 0.23887, "NDCG@3": 0.17087, "NDCG@5": 0.18349, "P@1": 0.14957, "P@10": 0.05419, "P@100": 0.00909, "P@3": 0.10882, "P@5": 0.08255, "Recall@1": 0.08981, "Recall@10": 0.25789, "Recall@100": 0.39166, "Recall@3": 0.17249, "Recall@5": 0.20712}, "wikifacts-window_2": {"MAP@1": 0.09502, "MAP@10": 0.23286, "MAP@100": 0.2517, "MAP@3": 0.18267, "MAP@5": 0.21099, "MRR@1": 0.34153, "MRR@10": 0.45334, "MRR@100": 0.45827, "MRR@3": 0.42665, "MRR@5": 0.44401, "NDCG@1": 0.32623, "NDCG@10": 0.32812, "NDCG@100": 0.37705, "NDCG@3": 0.30816, "NDCG@5": 0.31179, "P@1": 0.33297, "P@10": 0.1431, "P@100": 0.02273, "P@3": 0.26794, "P@5": 0.21617, "Recall@1": 0.09502, "Recall@10": 0.34866, "Recall@100": 0.49954, "Recall@3": 0.21825, "Recall@5": 0.27894}, "wikifacts-window_3": {"MAP@1": 0.07562, "MAP@10": 0.25471, "MAP@100": 0.2859, "MAP@3": 0.1807, "MAP@5": 0.21772, "MRR@1": 0.39825, "MRR@10": 0.49761, "MRR@100": 0.50316, "MRR@3": 0.47212, "MRR@5": 0.48833, "NDCG@1": 0.38652, "NDCG@10": 0.36522, "NDCG@100": 0.42313, "NDCG@3": 0.35778, "NDCG@5": 0.35721, "P@1": 0.39589, "P@10": 0.21009, "P@100": 0.03526, "P@3": 0.35649, "P@5": 0.29707, "Recall@1": 0.07562, "Recall@10": 0.35498, "Recall@100": 0.53042, "Recall@3": 0.20329, "Recall@5": 0.26858}, "wikifacts-window_4": {"MAP@1": 0.06153, "MAP@10": 0.26067, "MAP@100": 0.30506, "MAP@3": 0.159, "MAP@5": 0.21281, "MRR@1": 0.42634, "MRR@10": 0.51946, "MRR@100": 0.52528, "MRR@3": 0.49546, "MRR@5": 0.51027, "NDCG@1": 0.41571, "NDCG@10": 0.38578, "NDCG@100": 0.44735, "NDCG@3": 0.39919, "NDCG@5": 0.38519, "P@1": 0.42543, "P@10": 0.26271, "P@100": 0.0469, "P@3": 0.40303, "P@5": 0.35553, "Recall@1": 0.06153, "Recall@10": 0.34626, "Recall@100": 0.54377, "Recall@3": 0.17503, "Recall@5": 0.25092}, "wikifacts-window_5": {"MAP@1": 0.05202, "MAP@10": 0.26, "MAP@100": 0.31727, "MAP@3": 0.13794, "MAP@5": 0.20314, "MRR@1": 0.44497, "MRR@10": 0.53491, "MRR@100": 0.54115, "MRR@3": 0.51269, "MRR@5": 0.52485, "NDCG@1": 0.43397, "NDCG@10": 0.40084, "NDCG@100": 0.4624, "NDCG@3": 0.42247, "NDCG@5": 0.40325, "P@1": 0.44334, "P@10": 0.30847, "P@100": 0.05852, "P@3": 0.4278, "P@5": 0.40083, "Recall@1": 0.05202, "Recall@10": 0.33404, "Recall@100": 0.5484, "Recall@3": 0.14995, "Recall@5": 0.23222}, "wikifacts-window_6": {"MAP@1": 0.04662, "MAP@10": 0.2562, "MAP@100": 0.32768, "MAP@3": 0.12314, "MAP@5": 0.18646, "MRR@1": 0.46707, "MRR@10": 0.55721, "MRR@100": 0.56323, "MRR@3": 0.53517, "MRR@5": 0.54674, "NDCG@1": 0.45808, "NDCG@10": 0.41891, "NDCG@100": 0.47603, "NDCG@3": 0.44373, "NDCG@5": 0.4292, "P@1": 0.46761, "P@10": 0.34477, "P@100": 0.06857, "P@3": 0.44868, "P@5": 0.42918, "Recall@1": 0.04662, "Recall@10": 0.32177, "Recall@100": 0.55231, "Recall@3": 0.1333, "Recall@5": 0.21111}}}, "source_url": "", "type": "reranker", "verified": true} {"date": "2026-07-28", "hardware": "cuda", "model_id": "AGmind/strizh-ru-retriever", "model_name": "strizh-ru-retriever", "notes": "", "organization": "AGmind", "runtime_seconds": 48262.53, "scores": {"average": {"MAP@1": 0.16361, "MAP@10": 0.22802, "MAP@100": 0.24267, "MAP@3": 0.20808, "MAP@5": 0.21896, "MRR@1": 0.28294, "MRR@10": 0.36038, "MRR@100": 0.36791, "MRR@3": 0.33917, "MRR@5": 0.35105, "NDCG@1": 0.26426, "NDCG@10": 0.30317, "NDCG@100": 0.33433, "NDCG@3": 0.2899, "NDCG@5": 0.29598, "P@1": 0.26868, "P@10": 0.09575, "P@100": 0.03153, "P@3": 0.16993, "P@5": 0.13455, "Recall@1": 0.16361, "Recall@10": 0.32822, "Recall@100": 0.47929, "Recall@3": 0.25152, "Recall@5": 0.2859}, "datasets": {"legal_search_2004": {"MAP@1": 0.0338, "MAP@10": 0.10661, "MAP@100": 0.1448, "MAP@3": 0.06893, "MAP@5": 0.08893, "MRR@1": 0.31868, "MRR@10": 0.39247, "MRR@100": 0.39822, "MRR@3": 0.37729, "MRR@5": 0.38278, "NDCG@1": 0.31868, "NDCG@10": 0.25926, "NDCG@100": 0.26298, "NDCG@3": 0.2948, "NDCG@5": 0.28336, "P@1": 0.31868, "P@10": 0.1967, "P@100": 0.0644, "P@3": 0.28205, "P@5": 0.24835, "Recall@1": 0.0338, "Recall@10": 0.1436, "Recall@100": 0.31489, "Recall@3": 0.07684, "Recall@5": 0.112}, "legal_search_2007": {"MAP@1": 0.02147, "MAP@10": 0.06313, "MAP@100": 0.11974, "MAP@3": 0.03593, "MAP@5": 0.04761, "MRR@1": 0.28, "MRR@10": 0.35875, "MRR@100": 0.36413, "MRR@3": 0.33333, "MRR@5": 0.34833, "NDCG@1": 0.28, "NDCG@10": 0.23253, "NDCG@100": 0.23174, "NDCG@3": 0.24634, "NDCG@5": 0.24601, "P@1": 0.28, "P@10": 0.208, "P@100": 0.094, "P@3": 0.23333, "P@5": 0.232, "Recall@1": 0.02147, "Recall@10": 0.08155, "Recall@100": 0.24419, "Recall@3": 0.03973, "Recall@5": 0.05547}, "ru-facts": {"MAP@1": 0.81838, "MAP@10": 0.90174, "MAP@100": 0.9018, "MAP@3": 0.89997, "MAP@5": 0.90129, "MRR@1": 0.8108, "MRR@10": 0.89787, "MRR@100": 0.89793, "MRR@3": 0.8961, "MRR@5": 0.89742, "NDCG@1": 0.81838, "NDCG@10": 0.92649, "NDCG@100": 0.92691, "NDCG@3": 0.92307, "NDCG@5": 0.92545, "P@1": 0.81838, "P@10": 0.09978, "P@100": 0.01, "P@3": 0.32961, "P@5": 0.19893, "Recall@1": 0.81838, "Recall@10": 0.99777, "Recall@100": 1.0, "Recall@3": 0.98884, "Recall@5": 0.99465}, "rubq": {"MAP@1": 0.17541, "MAP@10": 0.27407, "MAP@100": 0.28746, "MAP@3": 0.23764, "MAP@5": 0.25777, "MRR@1": 0.26182, "MRR@10": 0.36249, "MRR@100": 0.37095, "MRR@3": 0.33363, "MRR@5": 0.35012, "NDCG@1": 0.26182, "NDCG@10": 0.34403, "NDCG@100": 0.402, "NDCG@3": 0.28055, "NDCG@5": 0.30995, "P@1": 0.26182, "P@10": 0.07553, "P@100": 0.0117, "P@3": 0.15898, "P@5": 0.11939, "Recall@1": 0.17541, "Recall@10": 0.46249, "Recall@100": 0.70805, "Recall@3": 0.30221, "Recall@5": 0.37054}, "rus-arguana": {"MAP@1": 0.12731, "MAP@10": 0.235, "MAP@100": 0.2489, "MAP@3": 0.1944, "MAP@5": 0.21592, "MRR@1": 0.12731, "MRR@10": 0.235, "MRR@100": 0.2489, "MRR@3": 0.1944, "MRR@5": 0.21592, "NDCG@1": 0.12731, "NDCG@10": 0.30061, "NDCG@100": 0.3699, "NDCG@3": 0.21576, "NDCG@5": 0.25478, "P@1": 0.12731, "P@10": 0.05135, "P@100": 0.00841, "P@3": 0.09246, "P@5": 0.07454, "Recall@1": 0.12731, "Recall@10": 0.51351, "Recall@100": 0.84068, "Recall@3": 0.27738, "Recall@5": 0.37269}, "rus-fiqa": {"MAP@1": 0.0541, "MAP@10": 0.08352, "MAP@100": 0.09347, "MAP@3": 0.07333, "MAP@5": 0.07841, "MRR@1": 0.104, "MRR@10": 0.15109, "MRR@100": 0.16013, "MRR@3": 0.13633, "MRR@5": 0.14333, "NDCG@1": 0.104, "NDCG@10": 0.11448, "NDCG@100": 0.16444, "NDCG@3": 0.09944, "NDCG@5": 0.10335, "P@1": 0.104, "P@10": 0.0324, "P@100": 0.00818, "P@3": 0.06467, "P@5": 0.0476, "Recall@1": 0.0541, "Recall@10": 0.1417, "Recall@100": 0.34267, "Recall@3": 0.09297, "Recall@5": 0.10998}, "rus-nfcorpus": {"MAP@1": 0.0197, "MAP@10": 0.03808, "MAP@100": 0.04854, "MAP@3": 0.02982, "MAP@5": 0.03267, "MRR@1": 0.19195, "MRR@10": 0.26799, "MRR@100": 0.27799, "MRR@3": 0.24768, "MRR@5": 0.25882, "NDCG@1": 0.17802, "NDCG@10": 0.13344, "NDCG@100": 0.13494, "NDCG@3": 0.15509, "NDCG@5": 0.14361, "P@1": 0.19195, "P@10": 0.09659, "P@100": 0.03765, "P@3": 0.14861, "P@5": 0.12384, "Recall@1": 0.0197, "Recall@10": 0.06187, "Recall@100": 0.1586, "Recall@3": 0.03768, "Recall@5": 0.04331}, "rus-quora": {"MAP@1": 0.47413, "MAP@10": 0.58974, "MAP@100": 0.5986, "MAP@3": 0.55945, "MAP@5": 0.57774, "MRR@1": 0.5492, "MRR@10": 0.63226, "MRR@100": 0.63717, "MRR@3": 0.6121, "MRR@5": 0.62473, "NDCG@1": 0.5496, "NDCG@10": 0.64166, "NDCG@100": 0.67458, "NDCG@3": 0.59767, "NDCG@5": 0.62012, "P@1": 0.5496, "P@10": 0.10044, "P@100": 0.01278, "P@3": 0.26273, "P@5": 0.1776, "Recall@1": 0.47413, "Recall@10": 0.7519, "Recall@100": 0.88792, "Recall@3": 0.62897, "Recall@5": 0.68842}, "rus-scidocs": {"MAP@1": 0.02165, "MAP@10": 0.04703, "MAP@100": 0.05503, "MAP@3": 0.03592, "MAP@5": 0.04135, "MRR@1": 0.107, "MRR@10": 0.16461, "MRR@100": 0.17425, "MRR@3": 0.1435, "MRR@5": 0.15485, "NDCG@1": 0.107, "NDCG@10": 0.08631, "NDCG@100": 0.1296, "NDCG@3": 0.08354, "NDCG@5": 0.07189, "P@1": 0.107, "P@10": 0.0441, "P@100": 0.01089, "P@3": 0.07733, "P@5": 0.0622, "Recall@1": 0.02165, "Recall@10": 0.08928, "Recall@100": 0.22113, "Recall@3": 0.04695, "Recall@5": 0.06285}, "rus-scifact": {"MAP@1": 0.20861, "MAP@10": 0.30019, "MAP@100": 0.3102, "MAP@3": 0.27444, "MAP@5": 0.28851, "MRR@1": 0.22333, "MRR@10": 0.30937, "MRR@100": 0.31897, "MRR@3": 0.28611, "MRR@5": 0.29978, "NDCG@1": 0.22333, "NDCG@10": 0.34793, "NDCG@100": 0.39963, "NDCG@3": 0.29907, "NDCG@5": 0.3224, "P@1": 0.22333, "P@10": 0.05433, "P@100": 0.00817, "P@3": 0.12778, "P@5": 0.09067, "Recall@1": 0.20861, "Recall@10": 0.48722, "Recall@100": 0.73178, "Recall@3": 0.35333, "Recall@5": 0.41056}, "rus-touche": {"MAP@1": 0.01633, "MAP@10": 0.04925, "MAP@100": 0.08202, "MAP@3": 0.03049, "MAP@5": 0.04086, "MRR@1": 0.22449, "MRR@10": 0.36482, "MRR@100": 0.37693, "MRR@3": 0.33333, "MRR@5": 0.34966, "NDCG@1": 0.17347, "NDCG@10": 0.13861, "NDCG@100": 0.23671, "NDCG@3": 0.17724, "NDCG@5": 0.1623, "P@1": 0.22449, "P@10": 0.12653, "P@100": 0.05408, "P@3": 0.19728, "P@5": 0.17551, "Recall@1": 0.01633, "Recall@10": 0.08619, "Recall@100": 0.32783, "Recall@3": 0.0399, "Recall@5": 0.06139}, "rus-trec-covid": {"MAP@1": 0.0011, "MAP@10": 0.0061, "MAP@100": 0.03021, "MAP@3": 0.00234, "MAP@5": 0.00355, "MRR@1": 0.42, "MRR@10": 0.53825, "MRR@100": 0.54558, "MRR@3": 0.5, "MRR@5": 0.522, "NDCG@1": 0.41, "NDCG@10": 0.35415, "NDCG@100": 0.25453, "NDCG@3": 0.36754, "NDCG@5": 0.36238, "P@1": 0.42, "P@10": 0.374, "P@100": 0.2584, "P@3": 0.37333, "P@5": 0.384, "Recall@1": 0.0011, "Recall@10": 0.00859, "Recall@100": 0.05599, "Recall@3": 0.0026, "Recall@5": 0.0045}, "rus-tydiqa": {"MAP@1": 0.16452, "MAP@10": 0.25609, "MAP@100": 0.26677, "MAP@3": 0.2277, "MAP@5": 0.2451, "MRR@1": 0.18072, "MRR@10": 0.27563, "MRR@100": 0.28534, "MRR@3": 0.24785, "MRR@5": 0.26368, "NDCG@1": 0.18158, "NDCG@10": 0.30864, "NDCG@100": 0.36135, "NDCG@3": 0.25192, "NDCG@5": 0.2825, "P@1": 0.18158, "P@10": 0.05129, "P@100": 0.00804, "P@3": 0.1136, "P@5": 0.08468, "Recall@1": 0.16452, "Recall@10": 0.45123, "Recall@100": 0.69593, "Recall@3": 0.30192, "Recall@5": 0.37407}, "rus-xquad": {"MAP@1": 0.68739, "MAP@10": 0.78511, "MAP@100": 0.78749, "MAP@3": 0.77045, "MAP@5": 0.78095, "MRR@1": 0.68739, "MRR@10": 0.78511, "MRR@100": 0.78749, "MRR@3": 0.77045, "MRR@5": 0.78095, "NDCG@1": 0.68739, "NDCG@10": 0.8252, "NDCG@100": 0.8358, "NDCG@3": 0.79667, "NDCG@5": 0.81529, "P@1": 0.68739, "P@10": 0.09471, "P@100": 0.00994, "P@3": 0.29076, "P@5": 0.18336, "Recall@1": 0.68739, "Recall@10": 0.94706, "Recall@100": 0.99412, "Recall@3": 0.87227, "Recall@5": 0.91681}, "rus-xquad-sentences": {"MAP@1": 0.5916, "MAP@10": 0.68351, "MAP@100": 0.68803, "MAP@3": 0.66282, "MAP@5": 0.67601, "MRR@1": 0.5916, "MRR@10": 0.68372, "MRR@100": 0.68823, "MRR@3": 0.66303, "MRR@5": 0.67622, "NDCG@1": 0.5916, "NDCG@10": 0.72699, "NDCG@100": 0.74859, "NDCG@3": 0.68533, "NDCG@5": 0.7088, "P@1": 0.5916, "P@10": 0.0863, "P@100": 0.00964, "P@3": 0.25014, "P@5": 0.16134, "Recall@1": 0.5916, "Recall@10": 0.86261, "Recall@100": 0.96303, "Recall@3": 0.75, "Recall@5": 0.8063}, "ruscibench-retrieval": {"MAP@1": 0.08559, "MAP@10": 0.14646, "MAP@100": 0.16757, "MAP@3": 0.12049, "MAP@5": 0.13451, "MRR@1": 0.27536, "MRR@10": 0.35462, "MRR@100": 0.36511, "MRR@3": 0.32657, "MRR@5": 0.34251, "NDCG@1": 0.27536, "NDCG@10": 0.21928, "NDCG@100": 0.29961, "NDCG@3": 0.21891, "NDCG@5": 0.21177, "P@1": 0.27536, "P@10": 0.09246, "P@100": 0.02133, "P@3": 0.16908, "P@5": 0.13565, "Recall@1": 0.08559, "Recall@10": 0.23657, "Recall@100": 0.48221, "Recall@3": 0.14574, "Recall@5": 0.18592}, "sberquad-retrieval": {"MAP@1": 0.13225, "MAP@10": 0.35668, "MAP@100": 0.36413, "MAP@3": 0.32688, "MAP@5": 0.34608, "MRR@1": 0.46783, "MRR@10": 0.53859, "MRR@100": 0.54553, "MRR@3": 0.51665, "MRR@5": 0.52975, "NDCG@1": 0.13225, "NDCG@10": 0.44207, "NDCG@100": 0.4794, "NDCG@3": 0.38228, "NDCG@5": 0.41658, "P@1": 0.13225, "P@10": 0.07012, "P@100": 0.00878, "P@3": 0.18004, "P@5": 0.12454, "Recall@1": 0.13225, "Recall@10": 0.70115, "Recall@100": 0.87828, "Recall@3": 0.54011, "Recall@5": 0.62272}, "wikifacts-sents": {"MAP@1": 0.03398, "MAP@10": 0.05306, "MAP@100": 0.05646, "MAP@3": 0.0476, "MAP@5": 0.05103, "MRR@1": 0.06041, "MRR@10": 0.09258, "MRR@100": 0.09713, "MRR@3": 0.08368, "MRR@5": 0.0889, "NDCG@1": 0.05715, "NDCG@10": 0.07231, "NDCG@100": 0.09128, "NDCG@3": 0.06289, "NDCG@5": 0.06735, "P@1": 0.06023, "P@10": 0.01809, "P@100": 0.00366, "P@3": 0.03925, "P@5": 0.02941, "Recall@1": 0.03398, "Recall@10": 0.08877, "Recall@100": 0.16372, "Recall@3": 0.06201, "Recall@5": 0.07507}, "wikifacts-window_2": {"MAP@1": 0.02825, "MAP@10": 0.05758, "MAP@100": 0.06391, "MAP@3": 0.04648, "MAP@5": 0.05249, "MRR@1": 0.10546, "MRR@10": 0.15509, "MRR@100": 0.16238, "MRR@3": 0.13947, "MRR@5": 0.14838, "NDCG@1": 0.10027, "NDCG@10": 0.09314, "NDCG@100": 0.12374, "NDCG@3": 0.08703, "NDCG@5": 0.08711, "P@1": 0.10455, "P@10": 0.04073, "P@100": 0.00886, "P@3": 0.07577, "P@5": 0.06036, "Recall@1": 0.02825, "Recall@10": 0.09886, "Recall@100": 0.19959, "Recall@3": 0.05829, "Recall@5": 0.07551}, "wikifacts-window_3": {"MAP@1": 0.02243, "MAP@10": 0.05572, "MAP@100": 0.06535, "MAP@3": 0.04266, "MAP@5": 0.04933, "MRR@1": 0.12402, "MRR@10": 0.17626, "MRR@100": 0.18356, "MRR@3": 0.15863, "MRR@5": 0.168, "NDCG@1": 0.12039, "NDCG@10": 0.09793, "NDCG@100": 0.1345, "NDCG@3": 0.09989, "NDCG@5": 0.09648, "P@1": 0.12457, "P@10": 0.05537, "P@100": 0.01315, "P@3": 0.09723, "P@5": 0.07856, "Recall@1": 0.02243, "Recall@10": 0.09208, "Recall@100": 0.20348, "Recall@3": 0.05168, "Recall@5": 0.06756}, "wikifacts-window_4": {"MAP@1": 0.01804, "MAP@10": 0.05437, "MAP@100": 0.06648, "MAP@3": 0.03773, "MAP@5": 0.04592, "MRR@1": 0.13115, "MRR@10": 0.18361, "MRR@100": 0.19138, "MRR@3": 0.16645, "MRR@5": 0.17604, "NDCG@1": 0.12652, "NDCG@10": 0.10099, "NDCG@100": 0.13999, "NDCG@3": 0.1103, "NDCG@5": 0.10241, "P@1": 0.13134, "P@10": 0.06783, "P@100": 0.01718, "P@3": 0.10911, "P@5": 0.09232, "Recall@1": 0.01804, "Recall@10": 0.08713, "Recall@100": 0.20423, "Recall@3": 0.04477, "Recall@5": 0.06136}, "wikifacts-window_5": {"MAP@1": 0.01472, "MAP@10": 0.05159, "MAP@100": 0.06673, "MAP@3": 0.03177, "MAP@5": 0.04137, "MRR@1": 0.13237, "MRR@10": 0.18449, "MRR@100": 0.19256, "MRR@3": 0.16785, "MRR@5": 0.17653, "NDCG@1": 0.12656, "NDCG@10": 0.10199, "NDCG@100": 0.14254, "NDCG@3": 0.11359, "NDCG@5": 0.10344, "P@1": 0.13164, "P@10": 0.07868, "P@100": 0.02126, "P@3": 0.11399, "P@5": 0.10049, "Recall@1": 0.01472, "Recall@10": 0.08122, "Recall@100": 0.20293, "Recall@3": 0.03754, "Recall@5": 0.05419}, "wikifacts-window_6": {"MAP@1": 0.01232, "MAP@10": 0.0499, "MAP@100": 0.0677, "MAP@3": 0.02864, "MAP@5": 0.03879, "MRR@1": 0.13283, "MRR@10": 0.18397, "MRR@100": 0.19207, "MRR@3": 0.16655, "MRR@5": 0.17555, "NDCG@1": 0.12729, "NDCG@10": 0.10492, "NDCG@100": 0.14493, "NDCG@3": 0.11889, "NDCG@5": 0.11027, "P@1": 0.13264, "P@10": 0.08688, "P@100": 0.02461, "P@3": 0.12133, "P@5": 0.10942, "Recall@1": 0.01232, "Recall@10": 0.07663, "Recall@100": 0.20245, "Recall@3": 0.03327, "Recall@5": 0.04983}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-29", "hardware": "cuda", "model_id": "cointegrated/rubert-tiny2", "model_name": "rubert-tiny2", "notes": "", "organization": "cointegrated", "runtime_seconds": 12390.22, "scores": {"average": {"MAP@1": 0.13658, "MAP@10": 0.18083, "MAP@100": 0.18785, "MAP@3": 0.16856, "MAP@5": 0.17523, "MRR@1": 0.20423, "MRR@10": 0.26092, "MRR@100": 0.26878, "MRR@3": 0.24392, "MRR@5": 0.25326, "NDCG@1": 0.18996, "NDCG@10": 0.22473, "NDCG@100": 0.24898, "NDCG@3": 0.21313, "NDCG@5": 0.21874, "P@1": 0.19271, "P@10": 0.05459, "P@100": 0.01451, "P@3": 0.11067, "P@5": 0.08265, "Recall@1": 0.13658, "Recall@10": 0.26001, "Recall@100": 0.37925, "Recall@3": 0.20292, "Recall@5": 0.22753}, "datasets": {"legal_search_2004": {"MAP@1": 0.01382, "MAP@10": 0.04171, "MAP@100": 0.05805, "MAP@3": 0.02438, "MAP@5": 0.03364, "MRR@1": 0.17582, "MRR@10": 0.23458, "MRR@100": 0.2435, "MRR@3": 0.21062, "MRR@5": 0.22601, "NDCG@1": 0.17582, "NDCG@10": 0.12682, "NDCG@100": 0.1444, "NDCG@3": 0.13445, "NDCG@5": 0.13526, "P@1": 0.17582, "P@10": 0.0978, "P@100": 0.03495, "P@3": 0.12088, "P@5": 0.11868, "Recall@1": 0.01382, "Recall@10": 0.07496, "Recall@100": 0.19116, "Recall@3": 0.03023, "Recall@5": 0.0517}, "legal_search_2007": {"MAP@1": 0.02002, "MAP@10": 0.0419, "MAP@100": 0.05845, "MAP@3": 0.03049, "MAP@5": 0.03506, "MRR@1": 0.24, "MRR@10": 0.30119, "MRR@100": 0.30635, "MRR@3": 0.27333, "MRR@5": 0.29833, "NDCG@1": 0.24, "NDCG@10": 0.14976, "NDCG@100": 0.13552, "NDCG@3": 0.18757, "NDCG@5": 0.17837, "P@1": 0.24, "P@10": 0.116, "P@100": 0.0412, "P@3": 0.16667, "P@5": 0.156, "Recall@1": 0.02002, "Recall@10": 0.05392, "Recall@100": 0.13712, "Recall@3": 0.03213, "Recall@5": 0.04021}, "ru-facts": {"MAP@1": 0.82776, "MAP@10": 0.90862, "MAP@100": 0.90862, "MAP@3": 0.90763, "MAP@5": 0.90855, "MRR@1": 0.81972, "MRR@10": 0.90445, "MRR@100": 0.90445, "MRR@3": 0.90347, "MRR@5": 0.90438, "NDCG@1": 0.82776, "NDCG@10": 0.93216, "NDCG@100": 0.93216, "NDCG@3": 0.93035, "NDCG@5": 0.932, "P@1": 0.82776, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.3317, "P@5": 0.19982, "Recall@1": 0.82776, "Recall@10": 0.99955, "Recall@100": 0.99955, "Recall@3": 0.99509, "Recall@5": 0.99911}, "rubq": {"MAP@1": 0.03604, "MAP@10": 0.06781, "MAP@100": 0.07682, "MAP@3": 0.05498, "MAP@5": 0.0608, "MRR@1": 0.05378, "MRR@10": 0.09332, "MRR@100": 0.10277, "MRR@3": 0.07792, "MRR@5": 0.08575, "NDCG@1": 0.05378, "NDCG@10": 0.09332, "NDCG@100": 0.14495, "NDCG@3": 0.06645, "NDCG@5": 0.07702, "P@1": 0.05378, "P@10": 0.02234, "P@100": 0.00602, "P@3": 0.03861, "P@5": 0.03085, "Recall@1": 0.03604, "Recall@10": 0.14481, "Recall@100": 0.37739, "Recall@3": 0.07583, "Recall@5": 0.09976}, "rus-arguana": {"MAP@1": 0.13087, "MAP@10": 0.23832, "MAP@100": 0.25192, "MAP@3": 0.20306, "MAP@5": 0.22212, "MRR@1": 0.13087, "MRR@10": 0.23821, "MRR@100": 0.25181, "MRR@3": 0.20294, "MRR@5": 0.222, "NDCG@1": 0.13087, "NDCG@10": 0.30072, "NDCG@100": 0.36757, "NDCG@3": 0.2267, "NDCG@5": 0.26102, "P@1": 0.13087, "P@10": 0.05021, "P@100": 0.00817, "P@3": 0.09839, "P@5": 0.07568, "Recall@1": 0.13087, "Recall@10": 0.50213, "Recall@100": 0.8165, "Recall@3": 0.29516, "Recall@5": 0.37838}, "rus-fiqa": {"MAP@1": 0.00907, "MAP@10": 0.01719, "MAP@100": 0.02199, "MAP@3": 0.01263, "MAP@5": 0.01464, "MRR@1": 0.018, "MRR@10": 0.03569, "MRR@100": 0.0428, "MRR@3": 0.02867, "MRR@5": 0.03197, "NDCG@1": 0.018, "NDCG@10": 0.02779, "NDCG@100": 0.05756, "NDCG@3": 0.01899, "NDCG@5": 0.0218, "P@1": 0.018, "P@10": 0.0094, "P@100": 0.0037, "P@3": 0.01467, "P@5": 0.0116, "Recall@1": 0.00907, "Recall@10": 0.04114, "Recall@100": 0.16487, "Recall@3": 0.01616, "Recall@5": 0.02466}, "rus-nfcorpus": {"MAP@1": 0.00548, "MAP@10": 0.01799, "MAP@100": 0.02427, "MAP@3": 0.01411, "MAP@5": 0.01581, "MRR@1": 0.09598, "MRR@10": 0.15979, "MRR@100": 0.1719, "MRR@3": 0.13932, "MRR@5": 0.14907, "NDCG@1": 0.08824, "NDCG@10": 0.07996, "NDCG@100": 0.08731, "NDCG@3": 0.08708, "NDCG@5": 0.08528, "P@1": 0.09598, "P@10": 0.06316, "P@100": 0.02929, "P@3": 0.08669, "P@5": 0.07678, "Recall@1": 0.00548, "Recall@10": 0.03772, "Recall@100": 0.1174, "Recall@3": 0.02325, "Recall@5": 0.02987}, "rus-quora": {"MAP@1": 0.47375, "MAP@10": 0.58788, "MAP@100": 0.59738, "MAP@3": 0.55672, "MAP@5": 0.57525, "MRR@1": 0.5444, "MRR@10": 0.63249, "MRR@100": 0.63768, "MRR@3": 0.6108, "MRR@5": 0.6241, "NDCG@1": 0.5438, "NDCG@10": 0.64227, "NDCG@100": 0.67688, "NDCG@3": 0.59526, "NDCG@5": 0.61905, "P@1": 0.5438, "P@10": 0.10044, "P@100": 0.01291, "P@3": 0.2604, "P@5": 0.17704, "Recall@1": 0.47375, "Recall@10": 0.7583, "Recall@100": 0.8989, "Recall@3": 0.62852, "Recall@5": 0.69007}, "rus-scidocs": {"MAP@1": 0.00575, "MAP@10": 0.01237, "MAP@100": 0.01686, "MAP@3": 0.00927, "MAP@5": 0.0106, "MRR@1": 0.028, "MRR@10": 0.05034, "MRR@100": 0.05921, "MRR@3": 0.04067, "MRR@5": 0.04452, "NDCG@1": 0.028, "NDCG@10": 0.02568, "NDCG@100": 0.0573, "NDCG@3": 0.02274, "NDCG@5": 0.01973, "P@1": 0.028, "P@10": 0.0141, "P@100": 0.00629, "P@3": 0.02167, "P@5": 0.0174, "Recall@1": 0.00575, "Recall@10": 0.02888, "Recall@100": 0.12728, "Recall@3": 0.0133, "Recall@5": 0.01775}, "rus-scifact": {"MAP@1": 0.16778, "MAP@10": 0.21185, "MAP@100": 0.21902, "MAP@3": 0.19537, "MAP@5": 0.2047, "MRR@1": 0.18, "MRR@10": 0.22554, "MRR@100": 0.23254, "MRR@3": 0.20889, "MRR@5": 0.21756, "NDCG@1": 0.18, "NDCG@10": 0.24123, "NDCG@100": 0.28524, "NDCG@3": 0.20787, "NDCG@5": 0.22348, "P@1": 0.18, "P@10": 0.035, "P@100": 0.0061, "P@3": 0.08222, "P@5": 0.05733, "Recall@1": 0.16778, "Recall@10": 0.32167, "Recall@100": 0.54161, "Recall@3": 0.23056, "Recall@5": 0.26889}, "rus-touche": {"MAP@1": 0.00413, "MAP@10": 0.00786, "MAP@100": 0.0102, "MAP@3": 0.00583, "MAP@5": 0.00736, "MRR@1": 0.08163, "MRR@10": 0.11213, "MRR@100": 0.12317, "MRR@3": 0.09864, "MRR@5": 0.10782, "NDCG@1": 0.07143, "NDCG@10": 0.02845, "NDCG@100": 0.04375, "NDCG@3": 0.03894, "NDCG@5": 0.0369, "P@1": 0.08163, "P@10": 0.02449, "P@100": 0.01163, "P@3": 0.04082, "P@5": 0.03673, "Recall@1": 0.00413, "Recall@10": 0.0162, "Recall@100": 0.06671, "Recall@3": 0.00851, "Recall@5": 0.01337}, "rus-trec-covid": {"MAP@1": 0.00049, "MAP@10": 0.00156, "MAP@100": 0.00404, "MAP@3": 0.00099, "MAP@5": 0.00125, "MRR@1": 0.22, "MRR@10": 0.3276, "MRR@100": 0.34105, "MRR@3": 0.3, "MRR@5": 0.304, "NDCG@1": 0.19, "NDCG@10": 0.12965, "NDCG@100": 0.06981, "NDCG@3": 0.17581, "NDCG@5": 0.15145, "P@1": 0.22, "P@10": 0.132, "P@100": 0.0654, "P@3": 0.2, "P@5": 0.16, "Recall@1": 0.00049, "Recall@10": 0.00292, "Recall@100": 0.01496, "Recall@3": 0.00137, "Recall@5": 0.00185}, "rus-tydiqa": {"MAP@1": 0.04432, "MAP@10": 0.07491, "MAP@100": 0.08306, "MAP@3": 0.05955, "MAP@5": 0.06784, "MRR@1": 0.04991, "MRR@10": 0.08332, "MRR@100": 0.09132, "MRR@3": 0.06813, "MRR@5": 0.07626, "NDCG@1": 0.04733, "NDCG@10": 0.0983, "NDCG@100": 0.14399, "NDCG@3": 0.06574, "NDCG@5": 0.08095, "P@1": 0.04733, "P@10": 0.01885, "P@100": 0.00446, "P@3": 0.02955, "P@5": 0.02565, "Recall@1": 0.04432, "Recall@10": 0.16652, "Recall@100": 0.38798, "Recall@3": 0.0786, "Recall@5": 0.1146}, "rus-xquad": {"MAP@1": 0.6605, "MAP@10": 0.75962, "MAP@100": 0.76249, "MAP@3": 0.74146, "MAP@5": 0.75293, "MRR@1": 0.6605, "MRR@10": 0.75962, "MRR@100": 0.76249, "MRR@3": 0.74146, "MRR@5": 0.75293, "NDCG@1": 0.6605, "NDCG@10": 0.80247, "NDCG@100": 0.81583, "NDCG@3": 0.76612, "NDCG@5": 0.78684, "P@1": 0.6605, "P@10": 0.09345, "P@100": 0.00996, "P@3": 0.27899, "P@5": 0.17748, "Recall@1": 0.6605, "Recall@10": 0.93445, "Recall@100": 0.9958, "Recall@3": 0.83697, "Recall@5": 0.88739}, "rus-xquad-sentences": {"MAP@1": 0.50756, "MAP@10": 0.60915, "MAP@100": 0.61617, "MAP@3": 0.58831, "MAP@5": 0.60011, "MRR@1": 0.50756, "MRR@10": 0.60936, "MRR@100": 0.6163, "MRR@3": 0.58852, "MRR@5": 0.60032, "NDCG@1": 0.50756, "NDCG@10": 0.65808, "NDCG@100": 0.69046, "NDCG@3": 0.61458, "NDCG@5": 0.63595, "P@1": 0.50756, "P@10": 0.08118, "P@100": 0.0096, "P@3": 0.23025, "P@5": 0.14857, "Recall@1": 0.50756, "Recall@10": 0.81134, "Recall@100": 0.95882, "Recall@3": 0.69034, "Recall@5": 0.74244}, "ruscibench-retrieval": {"MAP@1": 0.037, "MAP@10": 0.0522, "MAP@100": 0.05947, "MAP@3": 0.04532, "MAP@5": 0.04828, "MRR@1": 0.08406, "MRR@10": 0.12642, "MRR@100": 0.13849, "MRR@3": 0.10966, "MRR@5": 0.11879, "NDCG@1": 0.08406, "NDCG@10": 0.0789, "NDCG@100": 0.12445, "NDCG@3": 0.0743, "NDCG@5": 0.07302, "P@1": 0.08406, "P@10": 0.02841, "P@100": 0.00916, "P@3": 0.05411, "P@5": 0.04116, "Recall@1": 0.037, "Recall@10": 0.0913, "Recall@100": 0.24487, "Recall@3": 0.05413, "Recall@5": 0.0669}, "sberquad-retrieval": {"MAP@1": 0.09968, "MAP@10": 0.29648, "MAP@100": 0.30545, "MAP@3": 0.26463, "MAP@5": 0.28419, "MRR@1": 0.37053, "MRR@10": 0.44698, "MRR@100": 0.45556, "MRR@3": 0.42259, "MRR@5": 0.43592, "NDCG@1": 0.09968, "NDCG@10": 0.37776, "NDCG@100": 0.42339, "NDCG@3": 0.31296, "NDCG@5": 0.34808, "P@1": 0.09968, "P@10": 0.06277, "P@100": 0.00846, "P@3": 0.15038, "P@5": 0.10723, "Recall@1": 0.09968, "Recall@10": 0.62768, "Recall@100": 0.84591, "Recall@3": 0.45115, "Recall@5": 0.53614}, "wikifacts-sents": {"MAP@1": 0.03315, "MAP@10": 0.05034, "MAP@100": 0.05288, "MAP@3": 0.04525, "MAP@5": 0.04808, "MRR@1": 0.05607, "MRR@10": 0.08515, "MRR@100": 0.08912, "MRR@3": 0.07669, "MRR@5": 0.08141, "NDCG@1": 0.05381, "NDCG@10": 0.06821, "NDCG@100": 0.08375, "NDCG@3": 0.0594, "NDCG@5": 0.06296, "P@1": 0.05589, "P@10": 0.01649, "P@100": 0.00312, "P@3": 0.03575, "P@5": 0.02633, "Recall@1": 0.03315, "Recall@10": 0.08421, "Recall@100": 0.14719, "Recall@3": 0.05883, "Recall@5": 0.0699}, "wikifacts-window_2": {"MAP@1": 0.02458, "MAP@10": 0.049, "MAP@100": 0.05358, "MAP@3": 0.04022, "MAP@5": 0.04518, "MRR@1": 0.08998, "MRR@10": 0.13189, "MRR@100": 0.13821, "MRR@3": 0.11831, "MRR@5": 0.12597, "NDCG@1": 0.08625, "NDCG@10": 0.07869, "NDCG@100": 0.10345, "NDCG@3": 0.0735, "NDCG@5": 0.07371, "P@1": 0.08889, "P@10": 0.03251, "P@100": 0.00697, "P@3": 0.06308, "P@5": 0.04951, "Recall@1": 0.02458, "Recall@10": 0.08436, "Recall@100": 0.16684, "Recall@3": 0.05093, "Recall@5": 0.065}, "wikifacts-window_3": {"MAP@1": 0.01534, "MAP@10": 0.03744, "MAP@100": 0.04296, "MAP@3": 0.02812, "MAP@5": 0.03312, "MRR@1": 0.08274, "MRR@10": 0.1226, "MRR@100": 0.1296, "MRR@3": 0.10947, "MRR@5": 0.11697, "NDCG@1": 0.0812, "NDCG@10": 0.06707, "NDCG@100": 0.09336, "NDCG@3": 0.06601, "NDCG@5": 0.06533, "P@1": 0.08383, "P@10": 0.0369, "P@100": 0.00899, "P@3": 0.06371, "P@5": 0.05285, "Recall@1": 0.01534, "Recall@10": 0.06494, "Recall@100": 0.14565, "Recall@3": 0.03536, "Recall@5": 0.04772}, "wikifacts-window_4": {"MAP@1": 0.00947, "MAP@10": 0.02738, "MAP@100": 0.0334, "MAP@3": 0.01883, "MAP@5": 0.02313, "MRR@1": 0.06685, "MRR@10": 0.10389, "MRR@100": 0.1111, "MRR@3": 0.09058, "MRR@5": 0.09758, "NDCG@1": 0.06521, "NDCG@10": 0.05402, "NDCG@100": 0.08, "NDCG@3": 0.05673, "NDCG@5": 0.0531, "P@1": 0.06776, "P@10": 0.03591, "P@100": 0.01005, "P@3": 0.05625, "P@5": 0.04785, "Recall@1": 0.00947, "Recall@10": 0.04901, "Recall@100": 0.12499, "Recall@3": 0.02371, "Recall@5": 0.03347}, "wikifacts-window_5": {"MAP@1": 0.00731, "MAP@10": 0.02299, "MAP@100": 0.03016, "MAP@3": 0.01474, "MAP@5": 0.01862, "MRR@1": 0.0651, "MRR@10": 0.10102, "MRR@100": 0.10862, "MRR@3": 0.08821, "MRR@5": 0.09484, "NDCG@1": 0.06247, "NDCG@10": 0.05027, "NDCG@100": 0.07789, "NDCG@3": 0.05552, "NDCG@5": 0.05045, "P@1": 0.06491, "P@10": 0.03804, "P@100": 0.01209, "P@3": 0.05567, "P@5": 0.04888, "Recall@1": 0.00731, "Recall@10": 0.04128, "Recall@100": 0.12074, "Recall@3": 0.01869, "Recall@5": 0.02711}, "wikifacts-window_6": {"MAP@1": 0.00742, "MAP@10": 0.02449, "MAP@100": 0.03341, "MAP@3": 0.01491, "MAP@5": 0.01912, "MRR@1": 0.07585, "MRR@10": 0.1155, "MRR@100": 0.12382, "MRR@3": 0.10137, "MRR@5": 0.10853, "NDCG@1": 0.07331, "NDCG@10": 0.05729, "NDCG@100": 0.08741, "NDCG@3": 0.06484, "NDCG@5": 0.05925, "P@1": 0.07639, "P@10": 0.04625, "P@100": 0.01529, "P@3": 0.06496, "P@5": 0.05749, "Recall@1": 0.00742, "Recall@10": 0.04296, "Recall@100": 0.1306, "Recall@3": 0.01844, "Recall@5": 0.0268}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-30", "hardware": "cuda", "model_id": "deepvk/USER2-small", "model_name": "USER2-small", "notes": "", "organization": "deepvk", "runtime_seconds": 48424.48, "scores": {"average": {"MAP@1": 0.22139, "MAP@10": 0.32004, "MAP@100": 0.34724, "MAP@3": 0.28592, "MAP@5": 0.30291, "MRR@1": 0.41189, "MRR@10": 0.50675, "MRR@100": 0.51319, "MRR@3": 0.48314, "MRR@5": 0.4971, "NDCG@1": 0.38558, "NDCG@10": 0.43376, "NDCG@100": 0.46909, "NDCG@3": 0.41946, "NDCG@5": 0.42423, "P@1": 0.39207, "P@10": 0.15762, "P@100": 0.05268, "P@3": 0.26628, "P@5": 0.21311, "Recall@1": 0.22139, "Recall@10": 0.44381, "Recall@100": 0.61706, "Recall@3": 0.33961, "Recall@5": 0.38499}, "datasets": {"legal_search_2004": {"MAP@1": 0.05901, "MAP@10": 0.15906, "MAP@100": 0.23769, "MAP@3": 0.10808, "MAP@5": 0.12871, "MRR@1": 0.51648, "MRR@10": 0.56805, "MRR@100": 0.57165, "MRR@3": 0.54579, "MRR@5": 0.56172, "NDCG@1": 0.51648, "NDCG@10": 0.37431, "NDCG@100": 0.38749, "NDCG@3": 0.42935, "NDCG@5": 0.4068, "P@1": 0.51648, "P@10": 0.28462, "P@100": 0.09341, "P@3": 0.3956, "P@5": 0.35165, "Recall@1": 0.05901, "Recall@10": 0.19777, "Recall@100": 0.43559, "Recall@3": 0.11274, "Recall@5": 0.14431}, "legal_search_2007": {"MAP@1": 0.02998, "MAP@10": 0.11773, "MAP@100": 0.2185, "MAP@3": 0.0605, "MAP@5": 0.08196, "MRR@1": 0.5, "MRR@10": 0.59122, "MRR@100": 0.5939, "MRR@3": 0.58, "MRR@5": 0.589, "NDCG@1": 0.5, "NDCG@10": 0.42811, "NDCG@100": 0.3604, "NDCG@3": 0.52187, "NDCG@5": 0.48061, "P@1": 0.5, "P@10": 0.374, "P@100": 0.1366, "P@3": 0.52, "P@5": 0.452, "Recall@1": 0.02998, "Recall@10": 0.14088, "Recall@100": 0.35388, "Recall@3": 0.06463, "Recall@5": 0.09427}, "ru-facts": {"MAP@1": 0.82463, "MAP@10": 0.9068, "MAP@100": 0.9068, "MAP@3": 0.9054, "MAP@5": 0.90667, "MRR@1": 0.8166, "MRR@10": 0.90263, "MRR@100": 0.90263, "MRR@3": 0.90123, "MRR@5": 0.90251, "NDCG@1": 0.82463, "NDCG@10": 0.9309, "NDCG@100": 0.9309, "NDCG@3": 0.92836, "NDCG@5": 0.9306, "P@1": 0.82463, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33125, "P@5": 0.19982, "Recall@1": 0.82463, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99375, "Recall@5": 0.99911}, "rubq": {"MAP@1": 0.3244, "MAP@10": 0.5212, "MAP@100": 0.53359, "MAP@3": 0.46252, "MAP@5": 0.49909, "MRR@1": 0.46986, "MRR@10": 0.60671, "MRR@100": 0.61158, "MRR@3": 0.57732, "MRR@5": 0.59612, "NDCG@1": 0.46986, "NDCG@10": 0.60921, "NDCG@100": 0.65068, "NDCG@3": 0.52435, "NDCG@5": 0.56922, "P@1": 0.46986, "P@10": 0.12695, "P@100": 0.01566, "P@3": 0.2961, "P@5": 0.21572, "Recall@1": 0.3244, "Recall@10": 0.77848, "Recall@100": 0.94066, "Recall@3": 0.56806, "Recall@5": 0.67224}, "rus-arguana": {"MAP@1": 0.24751, "MAP@10": 0.39887, "MAP@100": 0.41012, "MAP@3": 0.34697, "MAP@5": 0.37559, "MRR@1": 0.24751, "MRR@10": 0.39883, "MRR@100": 0.41008, "MRR@3": 0.34697, "MRR@5": 0.37556, "NDCG@1": 0.24751, "NDCG@10": 0.48785, "NDCG@100": 0.53481, "NDCG@3": 0.38018, "NDCG@5": 0.43175, "P@1": 0.24751, "P@10": 0.07745, "P@100": 0.00977, "P@3": 0.15884, "P@5": 0.12034, "Recall@1": 0.24751, "Recall@10": 0.77454, "Recall@100": 0.97724, "Recall@3": 0.47653, "Recall@5": 0.60171}, "rus-fiqa": {"MAP@1": 0.14684, "MAP@10": 0.21604, "MAP@100": 0.23129, "MAP@3": 0.19206, "MAP@5": 0.20591, "MRR@1": 0.274, "MRR@10": 0.34459, "MRR@100": 0.35409, "MRR@3": 0.32533, "MRR@5": 0.33733, "NDCG@1": 0.274, "NDCG@10": 0.27426, "NDCG@100": 0.33709, "NDCG@3": 0.251, "NDCG@5": 0.25875, "P@1": 0.274, "P@10": 0.071, "P@100": 0.0135, "P@3": 0.15733, "P@5": 0.1156, "Recall@1": 0.14684, "Recall@10": 0.3205, "Recall@100": 0.56316, "Recall@3": 0.22921, "Recall@5": 0.27159}, "rus-nfcorpus": {"MAP@1": 0.05533, "MAP@10": 0.11297, "MAP@100": 0.1385, "MAP@3": 0.08547, "MAP@5": 0.09807, "MRR@1": 0.40867, "MRR@10": 0.49231, "MRR@100": 0.49886, "MRR@3": 0.47007, "MRR@5": 0.48168, "NDCG@1": 0.39474, "NDCG@10": 0.2993, "NDCG@100": 0.27447, "NDCG@3": 0.3503, "NDCG@5": 0.33013, "P@1": 0.40867, "P@10": 0.21827, "P@100": 0.06833, "P@3": 0.32817, "P@5": 0.28669, "Recall@1": 0.05533, "Recall@10": 0.14348, "Recall@100": 0.27278, "Recall@3": 0.09384, "Recall@5": 0.11364}, "rus-quora": {"MAP@1": 0.58097, "MAP@10": 0.71536, "MAP@100": 0.72359, "MAP@3": 0.68238, "MAP@5": 0.70263, "MRR@1": 0.6698, "MRR@10": 0.75169, "MRR@100": 0.75493, "MRR@3": 0.734, "MRR@5": 0.74522, "NDCG@1": 0.6698, "NDCG@10": 0.76505, "NDCG@100": 0.78953, "NDCG@3": 0.7224, "NDCG@5": 0.74468, "P@1": 0.6698, "P@10": 0.11872, "P@100": 0.01419, "P@3": 0.3188, "P@5": 0.21344, "Recall@1": 0.58097, "Recall@10": 0.87208, "Recall@100": 0.96496, "Recall@3": 0.75272, "Recall@5": 0.81276}, "rus-scidocs": {"MAP@1": 0.03418, "MAP@10": 0.08005, "MAP@100": 0.09365, "MAP@3": 0.06114, "MAP@5": 0.0705, "MRR@1": 0.168, "MRR@10": 0.25145, "MRR@100": 0.26231, "MRR@3": 0.22783, "MRR@5": 0.24033, "NDCG@1": 0.168, "NDCG@10": 0.13742, "NDCG@100": 0.19766, "NDCG@3": 0.1376, "NDCG@5": 0.11649, "P@1": 0.168, "P@10": 0.0686, "P@100": 0.01562, "P@3": 0.127, "P@5": 0.0992, "Recall@1": 0.03418, "Recall@10": 0.13912, "Recall@100": 0.31707, "Recall@3": 0.07718, "Recall@5": 0.10062}, "rus-scifact": {"MAP@1": 0.43361, "MAP@10": 0.5268, "MAP@100": 0.53411, "MAP@3": 0.49911, "MAP@5": 0.51325, "MRR@1": 0.46333, "MRR@10": 0.54231, "MRR@100": 0.54876, "MRR@3": 0.52167, "MRR@5": 0.534, "NDCG@1": 0.46333, "NDCG@10": 0.57301, "NDCG@100": 0.60701, "NDCG@3": 0.5242, "NDCG@5": 0.54675, "P@1": 0.46333, "P@10": 0.07967, "P@100": 0.0098, "P@3": 0.20778, "P@5": 0.138, "Recall@1": 0.43361, "Recall@10": 0.69944, "Recall@100": 0.856, "Recall@3": 0.57094, "Recall@5": 0.62622}, "rus-touche": {"MAP@1": 0.01221, "MAP@10": 0.07747, "MAP@100": 0.12034, "MAP@3": 0.03764, "MAP@5": 0.04677, "MRR@1": 0.16327, "MRR@10": 0.31603, "MRR@100": 0.327, "MRR@3": 0.2551, "MRR@5": 0.28367, "NDCG@1": 0.13265, "NDCG@10": 0.19152, "NDCG@100": 0.29375, "NDCG@3": 0.17107, "NDCG@5": 0.17054, "P@1": 0.16327, "P@10": 0.19592, "P@100": 0.06531, "P@3": 0.19728, "P@5": 0.18776, "Recall@1": 0.01221, "Recall@10": 0.14648, "Recall@100": 0.41095, "Recall@3": 0.0492, "Recall@5": 0.07112}, "rus-trec-covid": {"MAP@1": 0.00174, "MAP@10": 0.01436, "MAP@100": 0.08461, "MAP@3": 0.00481, "MAP@5": 0.00767, "MRR@1": 0.58, "MRR@10": 0.74067, "MRR@100": 0.74248, "MRR@3": 0.72333, "MRR@5": 0.73733, "NDCG@1": 0.52, "NDCG@10": 0.57828, "NDCG@100": 0.48002, "NDCG@3": 0.56693, "NDCG@5": 0.57318, "P@1": 0.58, "P@10": 0.642, "P@100": 0.5004, "P@3": 0.64667, "P@5": 0.644, "Recall@1": 0.00174, "Recall@10": 0.01728, "Recall@100": 0.11855, "Recall@3": 0.00544, "Recall@5": 0.00887}, "rus-tydiqa": {"MAP@1": 0.2348, "MAP@10": 0.36645, "MAP@100": 0.37961, "MAP@3": 0.32528, "MAP@5": 0.35212, "MRR@1": 0.26162, "MRR@10": 0.39174, "MRR@100": 0.40245, "MRR@3": 0.35614, "MRR@5": 0.37851, "NDCG@1": 0.26162, "NDCG@10": 0.43942, "NDCG@100": 0.49636, "NDCG@3": 0.36041, "NDCG@5": 0.40591, "P@1": 0.26162, "P@10": 0.07289, "P@100": 0.01033, "P@3": 0.16122, "P@5": 0.12203, "Recall@1": 0.2348, "Recall@10": 0.64028, "Recall@100": 0.89071, "Recall@3": 0.43431, "Recall@5": 0.53987}, "rus-xquad": {"MAP@1": 0.83613, "MAP@10": 0.89326, "MAP@100": 0.89422, "MAP@3": 0.88655, "MAP@5": 0.89105, "MRR@1": 0.83613, "MRR@10": 0.89326, "MRR@100": 0.89422, "MRR@3": 0.88655, "MRR@5": 0.89105, "NDCG@1": 0.83613, "NDCG@10": 0.91483, "NDCG@100": 0.91889, "NDCG@3": 0.90156, "NDCG@5": 0.90959, "P@1": 0.83613, "P@10": 0.09798, "P@100": 0.00997, "P@3": 0.31485, "P@5": 0.19277, "Recall@1": 0.83613, "Recall@10": 0.97983, "Recall@100": 0.99748, "Recall@3": 0.94454, "Recall@5": 0.96387}, "rus-xquad-sentences": {"MAP@1": 0.65588, "MAP@10": 0.75312, "MAP@100": 0.75661, "MAP@3": 0.73683, "MAP@5": 0.74789, "MRR@1": 0.6563, "MRR@10": 0.75354, "MRR@100": 0.75697, "MRR@3": 0.73725, "MRR@5": 0.74831, "NDCG@1": 0.6563, "NDCG@10": 0.79499, "NDCG@100": 0.80977, "NDCG@3": 0.7626, "NDCG@5": 0.78242, "P@1": 0.6563, "P@10": 0.09235, "P@100": 0.00988, "P@3": 0.27899, "P@5": 0.17697, "Recall@1": 0.65588, "Recall@10": 0.92311, "Recall@100": 0.98739, "Recall@3": 0.83655, "Recall@5": 0.88445}, "ruscibench-retrieval": {"MAP@1": 0.19649, "MAP@10": 0.32511, "MAP@100": 0.36494, "MAP@3": 0.26938, "MAP@5": 0.29533, "MRR@1": 0.52174, "MRR@10": 0.62904, "MRR@100": 0.63458, "MRR@3": 0.60386, "MRR@5": 0.61981, "NDCG@1": 0.52174, "NDCG@10": 0.43632, "NDCG@100": 0.54639, "NDCG@3": 0.43994, "NDCG@5": 0.41859, "P@1": 0.52174, "P@10": 0.17217, "P@100": 0.03386, "P@3": 0.3314, "P@5": 0.25391, "Recall@1": 0.19649, "Recall@10": 0.45387, "Recall@100": 0.77169, "Recall@3": 0.30767, "Recall@5": 0.3643}, "sberquad-retrieval": {"MAP@1": 0.17573, "MAP@10": 0.45934, "MAP@100": 0.46413, "MAP@3": 0.43474, "MAP@5": 0.4518, "MRR@1": 0.64218, "MRR@10": 0.70435, "MRR@100": 0.7089, "MRR@3": 0.68795, "MRR@5": 0.69811, "NDCG@1": 0.17573, "NDCG@10": 0.55502, "NDCG@100": 0.57835, "NDCG@3": 0.50655, "NDCG@5": 0.53696, "P@1": 0.17573, "P@10": 0.0839, "P@100": 0.00948, "P@3": 0.23683, "P@5": 0.15671, "Recall@1": 0.17573, "Recall@10": 0.83896, "Recall@100": 0.94817, "Recall@3": 0.71048, "Recall@5": 0.78356}, "wikifacts-sents": {"MAP@1": 0.05869, "MAP@10": 0.10082, "MAP@100": 0.10791, "MAP@3": 0.08713, "MAP@5": 0.09446, "MRR@1": 0.10291, "MRR@10": 0.16596, "MRR@100": 0.17301, "MRR@3": 0.14801, "MRR@5": 0.15774, "NDCG@1": 0.09821, "NDCG@10": 0.13804, "NDCG@100": 0.17284, "NDCG@3": 0.11509, "NDCG@5": 0.12422, "P@1": 0.10291, "P@10": 0.03726, "P@100": 0.00726, "P@3": 0.07476, "P@5": 0.05694, "Recall@1": 0.05869, "Recall@10": 0.18068, "Recall@100": 0.31559, "Recall@3": 0.11706, "Recall@5": 0.14293}, "wikifacts-window_2": {"MAP@1": 0.05352, "MAP@10": 0.12602, "MAP@100": 0.14245, "MAP@3": 0.09672, "MAP@5": 0.11189, "MRR@1": 0.19399, "MRR@10": 0.28272, "MRR@100": 0.29135, "MRR@3": 0.25723, "MRR@5": 0.27163, "NDCG@1": 0.18561, "NDCG@10": 0.19215, "NDCG@100": 0.25064, "NDCG@3": 0.17266, "NDCG@5": 0.17614, "P@1": 0.19199, "P@10": 0.08659, "P@100": 0.01807, "P@3": 0.15185, "P@5": 0.12353, "Recall@1": 0.05352, "Recall@10": 0.21322, "Recall@100": 0.39853, "Recall@3": 0.12052, "Recall@5": 0.15852}, "wikifacts-window_3": {"MAP@1": 0.04287, "MAP@10": 0.12828, "MAP@100": 0.15378, "MAP@3": 0.08862, "MAP@5": 0.10844, "MRR@1": 0.22459, "MRR@10": 0.31294, "MRR@100": 0.32163, "MRR@3": 0.28648, "MRR@5": 0.30144, "NDCG@1": 0.22013, "NDCG@10": 0.20558, "NDCG@100": 0.27684, "NDCG@3": 0.19446, "NDCG@5": 0.19601, "P@1": 0.22731, "P@10": 0.12097, "P@100": 0.02744, "P@3": 0.19325, "P@5": 0.16472, "Recall@1": 0.04287, "Recall@10": 0.2054, "Recall@100": 0.41407, "Recall@3": 0.1061, "Recall@5": 0.14654}, "wikifacts-window_4": {"MAP@1": 0.03379, "MAP@10": 0.12451, "MAP@100": 0.15914, "MAP@3": 0.07707, "MAP@5": 0.10025, "MRR@1": 0.23996, "MRR@10": 0.32783, "MRR@100": 0.3367, "MRR@3": 0.30176, "MRR@5": 0.3174, "NDCG@1": 0.23406, "NDCG@10": 0.21106, "NDCG@100": 0.29008, "NDCG@3": 0.2155, "NDCG@5": 0.20733, "P@1": 0.24178, "P@10": 0.14685, "P@100": 0.03615, "P@3": 0.21701, "P@5": 0.19252, "Recall@1": 0.03379, "Recall@10": 0.19167, "Recall@100": 0.42004, "Recall@3": 0.09103, "Recall@5": 0.13152}, "wikifacts-window_5": {"MAP@1": 0.02807, "MAP@10": 0.11944, "MAP@100": 0.16242, "MAP@3": 0.0667, "MAP@5": 0.09067, "MRR@1": 0.24932, "MRR@10": 0.33586, "MRR@100": 0.34485, "MRR@3": 0.31167, "MRR@5": 0.32428, "NDCG@1": 0.23971, "NDCG@10": 0.21443, "NDCG@100": 0.2974, "NDCG@3": 0.2276, "NDCG@5": 0.21091, "P@1": 0.24914, "P@10": 0.1685, "P@100": 0.04462, "P@3": 0.23167, "P@5": 0.20852, "Recall@1": 0.02807, "Recall@10": 0.17955, "Recall@100": 0.41784, "Recall@3": 0.07784, "Recall@5": 0.11504}, "wikifacts-window_6": {"MAP@1": 0.02548, "MAP@10": 0.1179, "MAP@100": 0.16861, "MAP@3": 0.06111, "MAP@5": 0.08612, "MRR@1": 0.26728, "MRR@10": 0.35151, "MRR@100": 0.36039, "MRR@3": 0.32671, "MRR@5": 0.34058, "NDCG@1": 0.25812, "NDCG@10": 0.2254, "NDCG@100": 0.30762, "NDCG@3": 0.24361, "NDCG@5": 0.22964, "P@1": 0.26747, "P@10": 0.18868, "P@100": 0.0521, "P@3": 0.24787, "P@5": 0.22878, "Recall@1": 0.02548, "Recall@10": 0.17108, "Recall@100": 0.42008, "Recall@3": 0.07063, "Recall@5": 0.10762}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-07-31", "hardware": "cuda", "model_id": "deepvk/USER2-base", "model_name": "USER2-base", "notes": "", "organization": "deepvk", "runtime_seconds": 80835.51, "scores": {"average": {"MAP@1": 0.24059, "MAP@10": 0.34992, "MAP@100": 0.38069, "MAP@3": 0.3106, "MAP@5": 0.33047, "MRR@1": 0.44954, "MRR@10": 0.5466, "MRR@100": 0.55262, "MRR@3": 0.52348, "MRR@5": 0.53677, "NDCG@1": 0.42093, "NDCG@10": 0.47099, "NDCG@100": 0.50802, "NDCG@3": 0.45488, "NDCG@5": 0.4607, "P@1": 0.42807, "P@10": 0.1731, "P@100": 0.05682, "P@3": 0.2897, "P@5": 0.23344, "Recall@1": 0.24059, "Recall@10": 0.47898, "Recall@100": 0.65675, "Recall@3": 0.36653, "Recall@5": 0.41597}, "datasets": {"legal_search_2004": {"MAP@1": 0.06121, "MAP@10": 0.1767, "MAP@100": 0.275, "MAP@3": 0.11729, "MAP@5": 0.13992, "MRR@1": 0.52747, "MRR@10": 0.5933, "MRR@100": 0.59577, "MRR@3": 0.57692, "MRR@5": 0.58132, "NDCG@1": 0.52747, "NDCG@10": 0.40826, "NDCG@100": 0.42879, "NDCG@3": 0.4667, "NDCG@5": 0.44121, "P@1": 0.52747, "P@10": 0.31648, "P@100": 0.10802, "P@3": 0.4359, "P@5": 0.38681, "Recall@1": 0.06121, "Recall@10": 0.21851, "Recall@100": 0.48614, "Recall@3": 0.12179, "Recall@5": 0.15151}, "legal_search_2007": {"MAP@1": 0.03442, "MAP@10": 0.11964, "MAP@100": 0.22991, "MAP@3": 0.06154, "MAP@5": 0.08174, "MRR@1": 0.6, "MRR@10": 0.64086, "MRR@100": 0.64368, "MRR@3": 0.62667, "MRR@5": 0.63467, "NDCG@1": 0.6, "NDCG@10": 0.45268, "NDCG@100": 0.38476, "NDCG@3": 0.51919, "NDCG@5": 0.48794, "P@1": 0.6, "P@10": 0.402, "P@100": 0.145, "P@3": 0.49333, "P@5": 0.452, "Recall@1": 0.03442, "Recall@10": 0.14489, "Recall@100": 0.38119, "Recall@3": 0.06433, "Recall@5": 0.08773}, "ru-facts": {"MAP@1": 0.82552, "MAP@10": 0.90737, "MAP@100": 0.90737, "MAP@3": 0.90622, "MAP@5": 0.90724, "MRR@1": 0.81749, "MRR@10": 0.9032, "MRR@100": 0.9032, "MRR@3": 0.90205, "MRR@5": 0.90308, "NDCG@1": 0.82552, "NDCG@10": 0.93133, "NDCG@100": 0.93133, "NDCG@3": 0.92919, "NDCG@5": 0.93103, "P@1": 0.82552, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33155, "P@5": 0.19982, "Recall@1": 0.82552, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99465, "Recall@5": 0.99911}, "rubq": {"MAP@1": 0.37705, "MAP@10": 0.58348, "MAP@100": 0.59402, "MAP@3": 0.52325, "MAP@5": 0.56031, "MRR@1": 0.53664, "MRR@10": 0.66626, "MRR@100": 0.66967, "MRR@3": 0.64106, "MRR@5": 0.65695, "NDCG@1": 0.53664, "NDCG@10": 0.66864, "NDCG@100": 0.70174, "NDCG@3": 0.58589, "NDCG@5": 0.62911, "P@1": 0.53664, "P@10": 0.13587, "P@100": 0.01601, "P@3": 0.32467, "P@5": 0.23345, "Recall@1": 0.37705, "Recall@10": 0.83095, "Recall@100": 0.95754, "Recall@3": 0.62864, "Recall@5": 0.72764}, "rus-arguana": {"MAP@1": 0.27738, "MAP@10": 0.44783, "MAP@100": 0.45589, "MAP@3": 0.39699, "MAP@5": 0.42754, "MRR@1": 0.27738, "MRR@10": 0.44778, "MRR@100": 0.45583, "MRR@3": 0.39675, "MRR@5": 0.42748, "NDCG@1": 0.27738, "NDCG@10": 0.54224, "NDCG@100": 0.57626, "NDCG@3": 0.4374, "NDCG@5": 0.49276, "P@1": 0.27738, "P@10": 0.08435, "P@100": 0.00991, "P@3": 0.18492, "P@5": 0.13798, "Recall@1": 0.27738, "Recall@10": 0.84353, "Recall@100": 0.99147, "Recall@3": 0.55477, "Recall@5": 0.6899}, "rus-fiqa": {"MAP@1": 0.18478, "MAP@10": 0.27737, "MAP@100": 0.2934, "MAP@3": 0.24443, "MAP@5": 0.26546, "MRR@1": 0.336, "MRR@10": 0.41293, "MRR@100": 0.42119, "MRR@3": 0.39033, "MRR@5": 0.40493, "NDCG@1": 0.336, "NDCG@10": 0.34225, "NDCG@100": 0.40621, "NDCG@3": 0.31173, "NDCG@5": 0.3258, "P@1": 0.336, "P@10": 0.0898, "P@100": 0.01566, "P@3": 0.19467, "P@5": 0.1484, "Recall@1": 0.18478, "Recall@10": 0.39539, "Recall@100": 0.64376, "Recall@3": 0.28579, "Recall@5": 0.34316}, "rus-nfcorpus": {"MAP@1": 0.056, "MAP@10": 0.12086, "MAP@100": 0.15133, "MAP@3": 0.08803, "MAP@5": 0.10379, "MRR@1": 0.44582, "MRR@10": 0.52555, "MRR@100": 0.533, "MRR@3": 0.50619, "MRR@5": 0.51656, "NDCG@1": 0.43189, "NDCG@10": 0.32451, "NDCG@100": 0.29887, "NDCG@3": 0.3786, "NDCG@5": 0.35618, "P@1": 0.44582, "P@10": 0.23622, "P@100": 0.07368, "P@3": 0.35397, "P@5": 0.30712, "Recall@1": 0.056, "Recall@10": 0.16004, "Recall@100": 0.30991, "Recall@3": 0.09939, "Recall@5": 0.12395}, "rus-quora": {"MAP@1": 0.61158, "MAP@10": 0.7502, "MAP@100": 0.7576, "MAP@3": 0.7173, "MAP@5": 0.73708, "MRR@1": 0.7026, "MRR@10": 0.78287, "MRR@100": 0.78527, "MRR@3": 0.7672, "MRR@5": 0.77731, "NDCG@1": 0.7032, "NDCG@10": 0.79758, "NDCG@100": 0.81813, "NDCG@3": 0.75773, "NDCG@5": 0.77825, "P@1": 0.7032, "P@10": 0.1234, "P@100": 0.01443, "P@3": 0.3338, "P@5": 0.22252, "Recall@1": 0.61158, "Recall@10": 0.89891, "Recall@100": 0.97629, "Recall@3": 0.78798, "Recall@5": 0.84352}, "rus-scidocs": {"MAP@1": 0.036, "MAP@10": 0.08877, "MAP@100": 0.10414, "MAP@3": 0.06395, "MAP@5": 0.07623, "MRR@1": 0.178, "MRR@10": 0.26972, "MRR@100": 0.28119, "MRR@3": 0.24333, "MRR@5": 0.25758, "NDCG@1": 0.178, "NDCG@10": 0.15289, "NDCG@100": 0.21963, "NDCG@3": 0.14678, "NDCG@5": 0.12708, "P@1": 0.178, "P@10": 0.079, "P@100": 0.01758, "P@3": 0.13767, "P@5": 0.1112, "Recall@1": 0.036, "Recall@10": 0.16013, "Recall@100": 0.35747, "Recall@3": 0.08375, "Recall@5": 0.11275}, "rus-scifact": {"MAP@1": 0.48094, "MAP@10": 0.57581, "MAP@100": 0.58193, "MAP@3": 0.53904, "MAP@5": 0.56195, "MRR@1": 0.51, "MRR@10": 0.58849, "MRR@100": 0.59321, "MRR@3": 0.55722, "MRR@5": 0.57639, "NDCG@1": 0.51, "NDCG@10": 0.62685, "NDCG@100": 0.65445, "NDCG@3": 0.56099, "NDCG@5": 0.59592, "P@1": 0.51, "P@10": 0.08733, "P@100": 0.01027, "P@3": 0.22111, "P@5": 0.152, "Recall@1": 0.48094, "Recall@10": 0.77489, "Recall@100": 0.901, "Recall@3": 0.59883, "Recall@5": 0.68411}, "rus-touche": {"MAP@1": 0.0067, "MAP@10": 0.06426, "MAP@100": 0.11085, "MAP@3": 0.028, "MAP@5": 0.04125, "MRR@1": 0.10204, "MRR@10": 0.26991, "MRR@100": 0.28449, "MRR@3": 0.22109, "MRR@5": 0.24456, "NDCG@1": 0.08163, "NDCG@10": 0.17299, "NDCG@100": 0.28643, "NDCG@3": 0.14514, "NDCG@5": 0.15869, "P@1": 0.10204, "P@10": 0.18367, "P@100": 0.06653, "P@3": 0.17687, "P@5": 0.18367, "Recall@1": 0.0067, "Recall@10": 0.13488, "Recall@100": 0.4184, "Recall@3": 0.04319, "Recall@5": 0.0729}, "rus-trec-covid": {"MAP@1": 0.0017, "MAP@10": 0.01424, "MAP@100": 0.08656, "MAP@3": 0.00509, "MAP@5": 0.00786, "MRR@1": 0.62, "MRR@10": 0.78833, "MRR@100": 0.78833, "MRR@3": 0.78, "MRR@5": 0.785, "NDCG@1": 0.54, "NDCG@10": 0.60416, "NDCG@100": 0.50009, "NDCG@3": 0.62134, "NDCG@5": 0.61339, "P@1": 0.62, "P@10": 0.66, "P@100": 0.5204, "P@3": 0.7, "P@5": 0.672, "Recall@1": 0.0017, "Recall@10": 0.0173, "Recall@100": 0.1235, "Recall@3": 0.00582, "Recall@5": 0.00908}, "rus-tydiqa": {"MAP@1": 0.27653, "MAP@10": 0.42284, "MAP@100": 0.43415, "MAP@3": 0.3838, "MAP@5": 0.40746, "MRR@1": 0.30465, "MRR@10": 0.44757, "MRR@100": 0.4563, "MRR@3": 0.41351, "MRR@5": 0.43507, "NDCG@1": 0.30293, "NDCG@10": 0.49676, "NDCG@100": 0.54654, "NDCG@3": 0.42253, "NDCG@5": 0.46241, "P@1": 0.30293, "P@10": 0.07969, "P@100": 0.01069, "P@3": 0.18761, "P@5": 0.1346, "Recall@1": 0.27653, "Recall@10": 0.69822, "Recall@100": 0.92154, "Recall@3": 0.50645, "Recall@5": 0.59825}, "rus-xquad": {"MAP@1": 0.88319, "MAP@10": 0.92282, "MAP@100": 0.92358, "MAP@3": 0.91695, "MAP@5": 0.92132, "MRR@1": 0.88319, "MRR@10": 0.92282, "MRR@100": 0.92358, "MRR@3": 0.91695, "MRR@5": 0.92132, "NDCG@1": 0.88319, "NDCG@10": 0.93844, "NDCG@100": 0.94171, "NDCG@3": 0.92712, "NDCG@5": 0.93486, "P@1": 0.88319, "P@10": 0.09857, "P@100": 0.01, "P@3": 0.31877, "P@5": 0.19496, "Recall@1": 0.88319, "Recall@10": 0.98571, "Recall@100": 1.0, "Recall@3": 0.9563, "Recall@5": 0.97479}, "rus-xquad-sentences": {"MAP@1": 0.70798, "MAP@10": 0.79577, "MAP@100": 0.79822, "MAP@3": 0.78067, "MAP@5": 0.79101, "MRR@1": 0.7084, "MRR@10": 0.79602, "MRR@100": 0.79847, "MRR@3": 0.78109, "MRR@5": 0.79126, "NDCG@1": 0.7084, "NDCG@10": 0.8333, "NDCG@100": 0.84335, "NDCG@3": 0.8038, "NDCG@5": 0.82216, "P@1": 0.7084, "P@10": 0.09487, "P@100": 0.00992, "P@3": 0.2902, "P@5": 0.18303, "Recall@1": 0.70798, "Recall@10": 0.9479, "Recall@100": 0.99076, "Recall@3": 0.87017, "Recall@5": 0.91429}, "ruscibench-retrieval": {"MAP@1": 0.2341, "MAP@10": 0.38746, "MAP@100": 0.43113, "MAP@3": 0.31875, "MAP@5": 0.35225, "MRR@1": 0.6029, "MRR@10": 0.70614, "MRR@100": 0.71054, "MRR@3": 0.68599, "MRR@5": 0.69961, "NDCG@1": 0.6029, "NDCG@10": 0.50377, "NDCG@100": 0.61734, "NDCG@3": 0.50638, "NDCG@5": 0.48546, "P@1": 0.6029, "P@10": 0.19855, "P@100": 0.03696, "P@3": 0.38261, "P@5": 0.29565, "Recall@1": 0.2341, "Recall@10": 0.5123, "Recall@100": 0.83578, "Recall@3": 0.3552, "Recall@5": 0.42237}, "sberquad-retrieval": {"MAP@1": 0.19301, "MAP@10": 0.49357, "MAP@100": 0.49723, "MAP@3": 0.47117, "MAP@5": 0.48601, "MRR@1": 0.69539, "MRR@10": 0.75711, "MRR@100": 0.76044, "MRR@3": 0.74126, "MRR@5": 0.75076, "NDCG@1": 0.19301, "NDCG@10": 0.59307, "NDCG@100": 0.6103, "NDCG@3": 0.54862, "NDCG@5": 0.57506, "P@1": 0.19301, "P@10": 0.08872, "P@100": 0.00966, "P@3": 0.25622, "P@5": 0.16644, "Recall@1": 0.19301, "Recall@10": 0.88721, "Recall@100": 0.96644, "Recall@3": 0.76867, "Recall@5": 0.83221}, "wikifacts-sents": {"MAP@1": 0.06993, "MAP@10": 0.12217, "MAP@100": 0.13062, "MAP@3": 0.10522, "MAP@5": 0.1147, "MRR@1": 0.12245, "MRR@10": 0.19568, "MRR@100": 0.20381, "MRR@3": 0.17556, "MRR@5": 0.18723, "NDCG@1": 0.11711, "NDCG@10": 0.16574, "NDCG@100": 0.20514, "NDCG@3": 0.13838, "NDCG@5": 0.15047, "P@1": 0.12208, "P@10": 0.04498, "P@100": 0.00853, "P@3": 0.09019, "P@5": 0.06913, "Recall@1": 0.06993, "Recall@10": 0.21637, "Recall@100": 0.36582, "Recall@3": 0.14113, "Recall@5": 0.17458}, "wikifacts-window_2": {"MAP@1": 0.06447, "MAP@10": 0.15645, "MAP@100": 0.17672, "MAP@3": 0.11945, "MAP@5": 0.13824, "MRR@1": 0.23424, "MRR@10": 0.33557, "MRR@100": 0.34406, "MRR@3": 0.30726, "MRR@5": 0.32291, "NDCG@1": 0.22441, "NDCG@10": 0.23414, "NDCG@100": 0.29986, "NDCG@3": 0.21067, "NDCG@5": 0.21397, "P@1": 0.23133, "P@10": 0.1065, "P@100": 0.02122, "P@3": 0.1861, "P@5": 0.15082, "Recall@1": 0.06447, "Recall@10": 0.26066, "Recall@100": 0.46776, "Recall@3": 0.14845, "Recall@5": 0.19287}, "wikifacts-window_3": {"MAP@1": 0.04938, "MAP@10": 0.16001, "MAP@100": 0.19219, "MAP@3": 0.10897, "MAP@5": 0.13406, "MRR@1": 0.26259, "MRR@10": 0.36496, "MRR@100": 0.37376, "MRR@3": 0.33724, "MRR@5": 0.35325, "NDCG@1": 0.25705, "NDCG@10": 0.24946, "NDCG@100": 0.33219, "NDCG@3": 0.23544, "NDCG@5": 0.23724, "P@1": 0.26532, "P@10": 0.14781, "P@100": 0.03259, "P@3": 0.23659, "P@5": 0.20073, "Recall@1": 0.04938, "Recall@10": 0.2519, "Recall@100": 0.49371, "Recall@3": 0.1302, "Recall@5": 0.17904}, "wikifacts-window_4": {"MAP@1": 0.03964, "MAP@10": 0.15811, "MAP@100": 0.20154, "MAP@3": 0.09388, "MAP@5": 0.12477, "MRR@1": 0.28011, "MRR@10": 0.37764, "MRR@100": 0.38669, "MRR@3": 0.34983, "MRR@5": 0.36532, "NDCG@1": 0.27175, "NDCG@10": 0.25816, "NDCG@100": 0.34993, "NDCG@3": 0.25694, "NDCG@5": 0.2489, "P@1": 0.28138, "P@10": 0.18236, "P@100": 0.04334, "P@3": 0.26116, "P@5": 0.23335, "Recall@1": 0.03964, "Recall@10": 0.23965, "Recall@100": 0.50447, "Recall@3": 0.10921, "Recall@5": 0.15998}, "wikifacts-window_5": {"MAP@1": 0.03255, "MAP@10": 0.15271, "MAP@100": 0.20733, "MAP@3": 0.08069, "MAP@5": 0.11419, "MRR@1": 0.28794, "MRR@10": 0.38314, "MRR@100": 0.39217, "MRR@3": 0.35422, "MRR@5": 0.36993, "NDCG@1": 0.2786, "NDCG@10": 0.26291, "NDCG@100": 0.35989, "NDCG@3": 0.26856, "NDCG@5": 0.25518, "P@1": 0.28849, "P@10": 0.20974, "P@100": 0.05369, "P@3": 0.27519, "P@5": 0.2569, "Recall@1": 0.03255, "Recall@10": 0.22482, "Recall@100": 0.50429, "Recall@3": 0.09274, "Recall@5": 0.14281}, "wikifacts-window_6": {"MAP@1": 0.02949, "MAP@10": 0.14973, "MAP@100": 0.21516, "MAP@3": 0.07303, "MAP@5": 0.10652, "MRR@1": 0.30412, "MRR@10": 0.39592, "MRR@100": 0.40568, "MRR@3": 0.36826, "MRR@5": 0.38332, "NDCG@1": 0.29423, "NDCG@10": 0.27262, "NDCG@100": 0.37162, "NDCG@3": 0.28323, "NDCG@5": 0.27308, "P@1": 0.30448, "P@10": 0.23132, "P@100": 0.06285, "P@3": 0.29003, "P@5": 0.27647, "Recall@1": 0.02949, "Recall@10": 0.21242, "Recall@100": 0.50799, "Recall@3": 0.08285, "Recall@5": 0.13069}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-08-01", "hardware": "cuda", "model_id": "sergeyzh/BERTA-uncased", "model_name": "BERTA-uncased", "notes": "", "organization": "sergeyzh", "runtime_seconds": 36329.89, "scores": {"average": {"MAP@1": 0.24871, "MAP@10": 0.36124, "MAP@100": 0.39248, "MAP@3": 0.32025, "MAP@5": 0.34021, "MRR@1": 0.48776, "MRR@10": 0.57837, "MRR@100": 0.58353, "MRR@3": 0.55815, "MRR@5": 0.56959, "NDCG@1": 0.45998, "NDCG@10": 0.49342, "NDCG@100": 0.52197, "NDCG@3": 0.48303, "NDCG@5": 0.48503, "P@1": 0.46683, "P@10": 0.18896, "P@100": 0.06143, "P@3": 0.31246, "P@5": 0.25259, "Recall@1": 0.24871, "Recall@10": 0.48496, "Recall@100": 0.65375, "Recall@3": 0.37415, "Recall@5": 0.42056}, "datasets": {"legal_search_2004": {"MAP@1": 0.06315, "MAP@10": 0.1828, "MAP@100": 0.2807, "MAP@3": 0.12143, "MAP@5": 0.1443, "MRR@1": 0.58242, "MRR@10": 0.6339, "MRR@100": 0.63745, "MRR@3": 0.62821, "MRR@5": 0.63095, "NDCG@1": 0.58242, "NDCG@10": 0.42855, "NDCG@100": 0.43962, "NDCG@3": 0.49156, "NDCG@5": 0.46053, "P@1": 0.58242, "P@10": 0.33077, "P@100": 0.10868, "P@3": 0.45055, "P@5": 0.39341, "Recall@1": 0.06315, "Recall@10": 0.22374, "Recall@100": 0.4999, "Recall@3": 0.1348, "Recall@5": 0.16656}, "legal_search_2007": {"MAP@1": 0.03317, "MAP@10": 0.12241, "MAP@100": 0.23589, "MAP@3": 0.05413, "MAP@5": 0.07988, "MRR@1": 0.56, "MRR@10": 0.6225, "MRR@100": 0.62608, "MRR@3": 0.60333, "MRR@5": 0.61333, "NDCG@1": 0.56, "NDCG@10": 0.46695, "NDCG@100": 0.3913, "NDCG@3": 0.48634, "NDCG@5": 0.49223, "P@1": 0.56, "P@10": 0.432, "P@100": 0.1478, "P@3": 0.46, "P@5": 0.472, "Recall@1": 0.03317, "Recall@10": 0.14721, "Recall@100": 0.39703, "Recall@3": 0.05687, "Recall@5": 0.08991}, "ru-facts": {"MAP@1": 0.82686, "MAP@10": 0.90836, "MAP@100": 0.90836, "MAP@3": 0.90748, "MAP@5": 0.90808, "MRR@1": 0.81883, "MRR@10": 0.90419, "MRR@100": 0.90419, "MRR@3": 0.90332, "MRR@5": 0.90392, "NDCG@1": 0.82686, "NDCG@10": 0.93207, "NDCG@100": 0.93207, "NDCG@3": 0.93036, "NDCG@5": 0.93146, "P@1": 0.82686, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33185, "P@5": 0.19964, "Recall@1": 0.82686, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99554, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.45169, "MAP@10": 0.62979, "MAP@100": 0.63969, "MAP@3": 0.57998, "MAP@5": 0.61177, "MRR@1": 0.64184, "MRR@10": 0.73157, "MRR@100": 0.73478, "MRR@3": 0.71227, "MRR@5": 0.72501, "NDCG@1": 0.64184, "NDCG@10": 0.70297, "NDCG@100": 0.73543, "NDCG@3": 0.63666, "NDCG@5": 0.67229, "P@1": 0.64184, "P@10": 0.13262, "P@100": 0.01568, "P@3": 0.33649, "P@5": 0.23558, "Recall@1": 0.45169, "Recall@10": 0.81619, "Recall@100": 0.9433, "Recall@3": 0.6532, "Recall@5": 0.73581}, "rus-arguana": {"MAP@1": 0.19417, "MAP@10": 0.3536, "MAP@100": 0.36485, "MAP@3": 0.30204, "MAP@5": 0.32846, "MRR@1": 0.19417, "MRR@10": 0.35353, "MRR@100": 0.36478, "MRR@3": 0.30216, "MRR@5": 0.3284, "NDCG@1": 0.19417, "NDCG@10": 0.44727, "NDCG@100": 0.4963, "NDCG@3": 0.33836, "NDCG@5": 0.38619, "P@1": 0.19417, "P@10": 0.07496, "P@100": 0.00967, "P@3": 0.14794, "P@5": 0.11209, "Recall@1": 0.19417, "Recall@10": 0.74964, "Recall@100": 0.96657, "Recall@3": 0.44381, "Recall@5": 0.56046}, "rus-fiqa": {"MAP@1": 0.15917, "MAP@10": 0.24654, "MAP@100": 0.26207, "MAP@3": 0.2147, "MAP@5": 0.2323, "MRR@1": 0.296, "MRR@10": 0.37793, "MRR@100": 0.38549, "MRR@3": 0.35133, "MRR@5": 0.36823, "NDCG@1": 0.296, "NDCG@10": 0.31411, "NDCG@100": 0.37349, "NDCG@3": 0.27892, "NDCG@5": 0.29055, "P@1": 0.296, "P@10": 0.0848, "P@100": 0.01474, "P@3": 0.17733, "P@5": 0.132, "Recall@1": 0.15917, "Recall@10": 0.38391, "Recall@100": 0.60916, "Recall@3": 0.25566, "Recall@5": 0.31233}, "rus-nfcorpus": {"MAP@1": 0.05024, "MAP@10": 0.10445, "MAP@100": 0.12879, "MAP@3": 0.07866, "MAP@5": 0.09054, "MRR@1": 0.39319, "MRR@10": 0.48456, "MRR@100": 0.48964, "MRR@3": 0.46543, "MRR@5": 0.47456, "NDCG@1": 0.37461, "NDCG@10": 0.2925, "NDCG@100": 0.26531, "NDCG@3": 0.34847, "NDCG@5": 0.32366, "P@1": 0.39319, "P@10": 0.21393, "P@100": 0.06536, "P@3": 0.33024, "P@5": 0.27926, "Recall@1": 0.05024, "Recall@10": 0.14262, "Recall@100": 0.27092, "Recall@3": 0.09052, "Recall@5": 0.1093}, "rus-quora": {"MAP@1": 0.60757, "MAP@10": 0.74417, "MAP@100": 0.7516, "MAP@3": 0.71126, "MAP@5": 0.73266, "MRR@1": 0.6994, "MRR@10": 0.7794, "MRR@100": 0.782, "MRR@3": 0.7639, "MRR@5": 0.7742, "NDCG@1": 0.6994, "NDCG@10": 0.79196, "NDCG@100": 0.81347, "NDCG@3": 0.75207, "NDCG@5": 0.77461, "P@1": 0.6994, "P@10": 0.1222, "P@100": 0.01433, "P@3": 0.33033, "P@5": 0.22192, "Recall@1": 0.60757, "Recall@10": 0.89244, "Recall@100": 0.97516, "Recall@3": 0.78228, "Recall@5": 0.84136}, "rus-scidocs": {"MAP@1": 0.03298, "MAP@10": 0.07891, "MAP@100": 0.09279, "MAP@3": 0.05808, "MAP@5": 0.06838, "MRR@1": 0.162, "MRR@10": 0.24641, "MRR@100": 0.25835, "MRR@3": 0.21917, "MRR@5": 0.23492, "NDCG@1": 0.162, "NDCG@10": 0.138, "NDCG@100": 0.20068, "NDCG@3": 0.13184, "NDCG@5": 0.11517, "P@1": 0.162, "P@10": 0.0715, "P@100": 0.01623, "P@3": 0.123, "P@5": 0.101, "Recall@1": 0.03298, "Recall@10": 0.14488, "Recall@100": 0.32973, "Recall@3": 0.07498, "Recall@5": 0.10238}, "rus-scifact": {"MAP@1": 0.46678, "MAP@10": 0.56137, "MAP@100": 0.56851, "MAP@3": 0.536, "MAP@5": 0.54817, "MRR@1": 0.49333, "MRR@10": 0.57732, "MRR@100": 0.58298, "MRR@3": 0.55778, "MRR@5": 0.56778, "NDCG@1": 0.49333, "NDCG@10": 0.60653, "NDCG@100": 0.63605, "NDCG@3": 0.56154, "NDCG@5": 0.57958, "P@1": 0.49333, "P@10": 0.08233, "P@100": 0.0098, "P@3": 0.22, "P@5": 0.144, "Recall@1": 0.46678, "Recall@10": 0.72878, "Recall@100": 0.85867, "Recall@3": 0.60744, "Recall@5": 0.65244}, "rus-touche": {"MAP@1": 0.02532, "MAP@10": 0.1049, "MAP@100": 0.15527, "MAP@3": 0.05171, "MAP@5": 0.06765, "MRR@1": 0.34694, "MRR@10": 0.52846, "MRR@100": 0.53309, "MRR@3": 0.4966, "MRR@5": 0.51088, "NDCG@1": 0.29592, "NDCG@10": 0.2666, "NDCG@100": 0.35765, "NDCG@3": 0.29366, "NDCG@5": 0.2709, "P@1": 0.34694, "P@10": 0.24898, "P@100": 0.07286, "P@3": 0.31973, "P@5": 0.27347, "Recall@1": 0.02532, "Recall@10": 0.17328, "Recall@100": 0.43846, "Recall@3": 0.06548, "Recall@5": 0.09418}, "rus-trec-covid": {"MAP@1": 0.00223, "MAP@10": 0.0202, "MAP@100": 0.11704, "MAP@3": 0.00648, "MAP@5": 0.01053, "MRR@1": 0.88, "MRR@10": 0.93333, "MRR@100": 0.93333, "MRR@3": 0.93333, "MRR@5": 0.93333, "NDCG@1": 0.84, "NDCG@10": 0.78372, "NDCG@100": 0.60687, "NDCG@3": 0.82642, "NDCG@5": 0.80625, "P@1": 0.88, "P@10": 0.842, "P@100": 0.6284, "P@3": 0.88667, "P@5": 0.864, "Recall@1": 0.00223, "Recall@10": 0.02204, "Recall@100": 0.14801, "Recall@3": 0.00682, "Recall@5": 0.01123}, "rus-tydiqa": {"MAP@1": 0.36976, "MAP@10": 0.51965, "MAP@100": 0.52742, "MAP@3": 0.4841, "MAP@5": 0.50581, "MRR@1": 0.38985, "MRR@10": 0.53685, "MRR@100": 0.54325, "MRR@3": 0.51004, "MRR@5": 0.52635, "NDCG@1": 0.39931, "NDCG@10": 0.59018, "NDCG@100": 0.62508, "NDCG@3": 0.52472, "NDCG@5": 0.55997, "P@1": 0.39931, "P@10": 0.08924, "P@100": 0.01084, "P@3": 0.22748, "P@5": 0.15645, "Recall@1": 0.36976, "Recall@10": 0.78141, "Recall@100": 0.93761, "Recall@3": 0.61202, "Recall@5": 0.69263}, "rus-xquad": {"MAP@1": 0.89328, "MAP@10": 0.93178, "MAP@100": 0.9323, "MAP@3": 0.92661, "MAP@5": 0.9306, "MRR@1": 0.89328, "MRR@10": 0.93178, "MRR@100": 0.9323, "MRR@3": 0.92661, "MRR@5": 0.9306, "NDCG@1": 0.89328, "NDCG@10": 0.94594, "NDCG@100": 0.94833, "NDCG@3": 0.93627, "NDCG@5": 0.94333, "P@1": 0.89328, "P@10": 0.09882, "P@100": 0.00999, "P@3": 0.32129, "P@5": 0.19613, "Recall@1": 0.89328, "Recall@10": 0.98824, "Recall@100": 0.99916, "Recall@3": 0.96387, "Recall@5": 0.98067}, "rus-xquad-sentences": {"MAP@1": 0.77017, "MAP@10": 0.84282, "MAP@100": 0.84432, "MAP@3": 0.83011, "MAP@5": 0.83856, "MRR@1": 0.77059, "MRR@10": 0.8431, "MRR@100": 0.8446, "MRR@3": 0.83053, "MRR@5": 0.83898, "NDCG@1": 0.77059, "NDCG@10": 0.87275, "NDCG@100": 0.87948, "NDCG@3": 0.84797, "NDCG@5": 0.86302, "P@1": 0.77059, "P@10": 0.09647, "P@100": 0.00995, "P@3": 0.29972, "P@5": 0.18706, "Recall@1": 0.77017, "Recall@10": 0.96387, "Recall@100": 0.99412, "Recall@3": 0.89874, "Recall@5": 0.93487}, "ruscibench-retrieval": {"MAP@1": 0.23417, "MAP@10": 0.41527, "MAP@100": 0.46231, "MAP@3": 0.33191, "MAP@5": 0.37091, "MRR@1": 0.64928, "MRR@10": 0.7478, "MRR@100": 0.75055, "MRR@3": 0.72899, "MRR@5": 0.73797, "NDCG@1": 0.64928, "NDCG@10": 0.53981, "NDCG@100": 0.6482, "NDCG@3": 0.54756, "NDCG@5": 0.51612, "P@1": 0.64928, "P@10": 0.22203, "P@100": 0.0382, "P@3": 0.42415, "P@5": 0.32696, "Recall@1": 0.23417, "Recall@10": 0.55445, "Recall@100": 0.85718, "Recall@3": 0.36772, "Recall@5": 0.43471}, "sberquad-retrieval": {"MAP@1": 0.1942, "MAP@10": 0.49431, "MAP@100": 0.49768, "MAP@3": 0.4724, "MAP@5": 0.4869, "MRR@1": 0.69619, "MRR@10": 0.75817, "MRR@100": 0.76141, "MRR@3": 0.74292, "MRR@5": 0.7523, "NDCG@1": 0.1942, "NDCG@10": 0.59359, "NDCG@100": 0.61049, "NDCG@3": 0.54998, "NDCG@5": 0.57596, "P@1": 0.1942, "P@10": 0.0887, "P@100": 0.00967, "P@3": 0.25682, "P@5": 0.16664, "Recall@1": 0.1942, "Recall@10": 0.88701, "Recall@100": 0.96704, "Recall@3": 0.77045, "Recall@5": 0.8332}, "wikifacts-sents": {"MAP@1": 0.09062, "MAP@10": 0.14584, "MAP@100": 0.15347, "MAP@3": 0.12886, "MAP@5": 0.1382, "MRR@1": 0.14903, "MRR@10": 0.22801, "MRR@100": 0.23468, "MRR@3": 0.20905, "MRR@5": 0.22004, "NDCG@1": 0.14496, "NDCG@10": 0.19224, "NDCG@100": 0.22722, "NDCG@3": 0.16633, "NDCG@5": 0.17687, "P@1": 0.14939, "P@10": 0.0495, "P@100": 0.00858, "P@3": 0.10514, "P@5": 0.07813, "Recall@1": 0.09062, "Recall@10": 0.23908, "Recall@100": 0.37245, "Recall@3": 0.16573, "Recall@5": 0.19735}, "wikifacts-window_2": {"MAP@1": 0.07643, "MAP@10": 0.18526, "MAP@100": 0.20296, "MAP@3": 0.14395, "MAP@5": 0.1663, "MRR@1": 0.2776, "MRR@10": 0.38326, "MRR@100": 0.39021, "MRR@3": 0.35644, "MRR@5": 0.37275, "NDCG@1": 0.26585, "NDCG@10": 0.26981, "NDCG@100": 0.3267, "NDCG@3": 0.24941, "NDCG@5": 0.25267, "P@1": 0.27304, "P@10": 0.11903, "P@100": 0.02137, "P@3": 0.21791, "P@5": 0.17614, "Recall@1": 0.07643, "Recall@10": 0.29253, "Recall@100": 0.47371, "Recall@3": 0.17636, "Recall@5": 0.22794}, "wikifacts-window_3": {"MAP@1": 0.05861, "MAP@10": 0.1889, "MAP@100": 0.21844, "MAP@3": 0.13197, "MAP@5": 0.15972, "MRR@1": 0.31151, "MRR@10": 0.40981, "MRR@100": 0.41724, "MRR@3": 0.38268, "MRR@5": 0.39849, "NDCG@1": 0.30315, "NDCG@10": 0.28567, "NDCG@100": 0.35702, "NDCG@3": 0.27602, "NDCG@5": 0.27556, "P@1": 0.31115, "P@10": 0.16618, "P@100": 0.03263, "P@3": 0.27472, "P@5": 0.2299, "Recall@1": 0.05861, "Recall@10": 0.28294, "Recall@100": 0.49477, "Recall@3": 0.15306, "Recall@5": 0.20489}, "wikifacts-window_4": {"MAP@1": 0.04609, "MAP@10": 0.18243, "MAP@100": 0.22384, "MAP@3": 0.11247, "MAP@5": 0.14684, "MRR@1": 0.32316, "MRR@10": 0.4196, "MRR@100": 0.42748, "MRR@3": 0.39334, "MRR@5": 0.40886, "NDCG@1": 0.31689, "NDCG@10": 0.29011, "NDCG@100": 0.37042, "NDCG@3": 0.29909, "NDCG@5": 0.2869, "P@1": 0.32589, "P@10": 0.19962, "P@100": 0.0431, "P@3": 0.30154, "P@5": 0.2655, "Recall@1": 0.04609, "Recall@10": 0.2631, "Recall@100": 0.50259, "Recall@3": 0.12759, "Recall@5": 0.18237}, "wikifacts-window_5": {"MAP@1": 0.03871, "MAP@10": 0.17534, "MAP@100": 0.22722, "MAP@3": 0.09588, "MAP@5": 0.13509, "MRR@1": 0.33617, "MRR@10": 0.42854, "MRR@100": 0.43676, "MRR@3": 0.40284, "MRR@5": 0.41781, "NDCG@1": 0.32792, "NDCG@10": 0.29436, "NDCG@100": 0.37787, "NDCG@3": 0.31128, "NDCG@5": 0.29324, "P@1": 0.33744, "P@10": 0.22878, "P@100": 0.05314, "P@3": 0.31556, "P@5": 0.29117, "Recall@1": 0.03871, "Recall@10": 0.24549, "Recall@100": 0.50032, "Recall@3": 0.10768, "Recall@5": 0.16366}, "wikifacts-window_6": {"MAP@1": 0.03491, "MAP@10": 0.16949, "MAP@100": 0.23143, "MAP@3": 0.08547, "MAP@5": 0.12318, "MRR@1": 0.35366, "MRR@10": 0.44244, "MRR@100": 0.45059, "MRR@3": 0.41714, "MRR@5": 0.43085, "NDCG@1": 0.34767, "NDCG@10": 0.30292, "NDCG@100": 0.38615, "NDCG@3": 0.32486, "NDCG@5": 0.30864, "P@1": 0.35747, "P@10": 0.25155, "P@100": 0.06181, "P@3": 0.32813, "P@5": 0.3072, "Recall@1": 0.03491, "Recall@10": 0.23127, "Recall@100": 0.50032, "Recall@3": 0.09474, "Recall@5": 0.1464}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-08-11", "hardware": "cuda", "model_id": "ai-sage/Giga-Embeddings-instruct", "model_name": "Giga-Embeddings-instruct", "notes": "", "organization": "ai-sage", "runtime_seconds": 327305.03, "scores": {"average": {"MAP@1": 0.28349, "MAP@10": 0.41734, "MAP@100": 0.45505, "MAP@3": 0.36691, "MAP@5": 0.39214, "MRR@1": 0.53157, "MRR@10": 0.63245, "MRR@100": 0.63733, "MRR@3": 0.61315, "MRR@5": 0.62466, "NDCG@1": 0.51814, "NDCG@10": 0.55964, "NDCG@100": 0.59027, "NDCG@3": 0.54969, "NDCG@5": 0.55156, "P@1": 0.52531, "P@10": 0.21602, "P@100": 0.06851, "P@3": 0.36138, "P@5": 0.29253, "Recall@1": 0.28349, "Recall@10": 0.54404, "Recall@100": 0.71597, "Recall@3": 0.42244, "Recall@5": 0.47494}, "datasets": {"legal_search_2004": {"MAP@1": 0.05983, "MAP@10": 0.20544, "MAP@100": 0.31854, "MAP@3": 0.13186, "MAP@5": 0.15983, "MRR@1": 0.52747, "MRR@10": 0.62282, "MRR@100": 0.62645, "MRR@3": 0.61172, "MRR@5": 0.61941, "NDCG@1": 0.52747, "NDCG@10": 0.46704, "NDCG@100": 0.48646, "NDCG@3": 0.52667, "NDCG@5": 0.49594, "P@1": 0.52747, "P@10": 0.36813, "P@100": 0.12011, "P@3": 0.50916, "P@5": 0.43956, "Recall@1": 0.05983, "Recall@10": 0.2722, "Recall@100": 0.57452, "Recall@3": 0.14808, "Recall@5": 0.19244}, "legal_search_2007": {"MAP@1": 0.03184, "MAP@10": 0.12142, "MAP@100": 0.25327, "MAP@3": 0.06021, "MAP@5": 0.08138, "MRR@1": 0.52, "MRR@10": 0.60352, "MRR@100": 0.60804, "MRR@3": 0.59, "MRR@5": 0.594, "NDCG@1": 0.52, "NDCG@10": 0.47244, "NDCG@100": 0.41287, "NDCG@3": 0.51818, "NDCG@5": 0.50063, "P@1": 0.52, "P@10": 0.436, "P@100": 0.161, "P@3": 0.51333, "P@5": 0.484, "Recall@1": 0.03184, "Recall@10": 0.15139, "Recall@100": 0.42275, "Recall@3": 0.06503, "Recall@5": 0.08956}, "ru-facts": {"MAP@1": 0.8398, "MAP@10": 0.91421, "MAP@100": 0.91421, "MAP@3": 0.91291, "MAP@5": 0.914, "MRR@1": 0.83891, "MRR@10": 0.91354, "MRR@100": 0.91354, "MRR@3": 0.91224, "MRR@5": 0.91333, "NDCG@1": 0.8398, "NDCG@10": 0.93636, "NDCG@100": 0.93636, "NDCG@3": 0.934, "NDCG@5": 0.93591, "P@1": 0.8398, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3314, "P@5": 0.19973, "Recall@1": 0.8398, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.9942, "Recall@5": 0.99866}, "rubq": {"MAP@1": 0.49946, "MAP@10": 0.72508, "MAP@100": 0.73195, "MAP@3": 0.66835, "MAP@5": 0.70468, "MRR@1": 0.70331, "MRR@10": 0.79732, "MRR@100": 0.79888, "MRR@3": 0.78093, "MRR@5": 0.79139, "NDCG@1": 0.70331, "NDCG@10": 0.79476, "NDCG@100": 0.81351, "NDCG@3": 0.72633, "NDCG@5": 0.76327, "P@1": 0.70331, "P@10": 0.1526, "P@100": 0.01661, "P@3": 0.39184, "P@5": 0.2721, "Recall@1": 0.49946, "Recall@10": 0.92142, "Recall@100": 0.98998, "Recall@3": 0.75664, "Recall@5": 0.84299}, "rus-arguana": {"MAP@1": 0.22262, "MAP@10": 0.37821, "MAP@100": 0.38826, "MAP@3": 0.32468, "MAP@5": 0.35292, "MRR@1": 0.22191, "MRR@10": 0.37794, "MRR@100": 0.38799, "MRR@3": 0.32444, "MRR@5": 0.35264, "NDCG@1": 0.22262, "NDCG@10": 0.47145, "NDCG@100": 0.51566, "NDCG@3": 0.35971, "NDCG@5": 0.41064, "P@1": 0.22262, "P@10": 0.07724, "P@100": 0.00969, "P@3": 0.15386, "P@5": 0.11707, "Recall@1": 0.22262, "Recall@10": 0.7724, "Recall@100": 0.96871, "Recall@3": 0.46159, "Recall@5": 0.58535}, "rus-fiqa": {"MAP@1": 0.28772, "MAP@10": 0.48516, "MAP@100": 0.50537, "MAP@3": 0.41713, "MAP@5": 0.45955, "MRR@1": 0.524, "MRR@10": 0.6236, "MRR@100": 0.62875, "MRR@3": 0.60367, "MRR@5": 0.61537, "NDCG@1": 0.524, "NDCG@10": 0.57091, "NDCG@100": 0.6267, "NDCG@3": 0.51763, "NDCG@5": 0.54158, "P@1": 0.524, "P@10": 0.1568, "P@100": 0.0216, "P@3": 0.34133, "P@5": 0.258, "Recall@1": 0.28772, "Recall@10": 0.66646, "Recall@100": 0.86749, "Recall@3": 0.48267, "Recall@5": 0.574}, "rus-nfcorpus": {"MAP@1": 0.06029, "MAP@10": 0.13987, "MAP@100": 0.17907, "MAP@3": 0.10152, "MAP@5": 0.11882, "MRR@1": 0.46749, "MRR@10": 0.5612, "MRR@100": 0.56806, "MRR@3": 0.54438, "MRR@5": 0.55537, "NDCG@1": 0.45201, "NDCG@10": 0.36834, "NDCG@100": 0.34133, "NDCG@3": 0.4209, "NDCG@5": 0.40058, "P@1": 0.46749, "P@10": 0.27337, "P@100": 0.08709, "P@3": 0.39628, "P@5": 0.34489, "Recall@1": 0.06029, "Recall@10": 0.18274, "Recall@100": 0.344, "Recall@3": 0.11666, "Recall@5": 0.14727}, "rus-quora": {"MAP@1": 0.61014, "MAP@10": 0.75499, "MAP@100": 0.76268, "MAP@3": 0.72147, "MAP@5": 0.74205, "MRR@1": 0.703, "MRR@10": 0.78579, "MRR@100": 0.78847, "MRR@3": 0.77, "MRR@5": 0.78042, "NDCG@1": 0.7032, "NDCG@10": 0.80268, "NDCG@100": 0.82281, "NDCG@3": 0.76226, "NDCG@5": 0.78401, "P@1": 0.7032, "P@10": 0.12488, "P@100": 0.01454, "P@3": 0.3366, "P@5": 0.225, "Recall@1": 0.61014, "Recall@10": 0.90652, "Recall@100": 0.97994, "Recall@3": 0.79653, "Recall@5": 0.85364}, "rus-scidocs": {"MAP@1": 0.0443, "MAP@10": 0.10723, "MAP@100": 0.12243, "MAP@3": 0.07961, "MAP@5": 0.09245, "MRR@1": 0.218, "MRR@10": 0.31705, "MRR@100": 0.32649, "MRR@3": 0.28717, "MRR@5": 0.30457, "NDCG@1": 0.218, "NDCG@10": 0.18021, "NDCG@100": 0.2428, "NDCG@3": 0.17672, "NDCG@5": 0.15112, "P@1": 0.218, "P@10": 0.0914, "P@100": 0.01821, "P@3": 0.16433, "P@5": 0.1302, "Recall@1": 0.0443, "Recall@10": 0.18552, "Recall@100": 0.36938, "Recall@3": 0.10003, "Recall@5": 0.13202}, "rus-scifact": {"MAP@1": 0.60161, "MAP@10": 0.69612, "MAP@100": 0.70215, "MAP@3": 0.67272, "MAP@5": 0.68549, "MRR@1": 0.63333, "MRR@10": 0.70962, "MRR@100": 0.7147, "MRR@3": 0.69611, "MRR@5": 0.70228, "NDCG@1": 0.63333, "NDCG@10": 0.73752, "NDCG@100": 0.76158, "NDCG@3": 0.70148, "NDCG@5": 0.71569, "P@1": 0.63333, "P@10": 0.09667, "P@100": 0.01083, "P@3": 0.27444, "P@5": 0.17733, "Recall@1": 0.60161, "Recall@10": 0.84922, "Recall@100": 0.95333, "Recall@3": 0.74989, "Recall@5": 0.78567}, "rus-touche": {"MAP@1": 0.02614, "MAP@10": 0.11685, "MAP@100": 0.17899, "MAP@3": 0.0605, "MAP@5": 0.08084, "MRR@1": 0.36735, "MRR@10": 0.54254, "MRR@100": 0.55103, "MRR@3": 0.5068, "MRR@5": 0.53027, "NDCG@1": 0.32653, "NDCG@10": 0.30447, "NDCG@100": 0.40268, "NDCG@3": 0.33777, "NDCG@5": 0.3182, "P@1": 0.36735, "P@10": 0.27347, "P@100": 0.08041, "P@3": 0.36054, "P@5": 0.32653, "Recall@1": 0.02614, "Recall@10": 0.19236, "Recall@100": 0.49394, "Recall@3": 0.07416, "Recall@5": 0.10932}, "rus-trec-covid": {"MAP@1": 0.00238, "MAP@10": 0.021, "MAP@100": 0.13127, "MAP@3": 0.00707, "MAP@5": 0.0114, "MRR@1": 0.92, "MRR@10": 0.95667, "MRR@100": 0.95667, "MRR@3": 0.95667, "MRR@5": 0.95667, "NDCG@1": 0.86, "NDCG@10": 0.82366, "NDCG@100": 0.64729, "NDCG@3": 0.86715, "NDCG@5": 0.85247, "P@1": 0.92, "P@10": 0.868, "P@100": 0.6684, "P@3": 0.92667, "P@5": 0.904, "Recall@1": 0.00238, "Recall@10": 0.02237, "Recall@100": 0.1614, "Recall@3": 0.00727, "Recall@5": 0.01178}, "rus-tydiqa": {"MAP@1": 0.42197, "MAP@10": 0.58559, "MAP@100": 0.59297, "MAP@3": 0.54924, "MAP@5": 0.5726, "MRR@1": 0.45095, "MRR@10": 0.60393, "MRR@100": 0.60889, "MRR@3": 0.57702, "MRR@5": 0.59393, "NDCG@1": 0.45611, "NDCG@10": 0.65729, "NDCG@100": 0.68604, "NDCG@3": 0.59234, "NDCG@5": 0.62957, "P@1": 0.45611, "P@10": 0.0975, "P@100": 0.0113, "P@3": 0.25588, "P@5": 0.17504, "Recall@1": 0.42197, "Recall@10": 0.85112, "Recall@100": 0.97289, "Recall@3": 0.68632, "Recall@5": 0.7708}, "rus-xquad": {"MAP@1": 0.94958, "MAP@10": 0.97106, "MAP@100": 0.97112, "MAP@3": 0.97045, "MAP@5": 0.97045, "MRR@1": 0.94958, "MRR@10": 0.97106, "MRR@100": 0.97112, "MRR@3": 0.97045, "MRR@5": 0.97045, "NDCG@1": 0.94958, "NDCG@10": 0.97799, "NDCG@100": 0.97833, "NDCG@3": 0.97658, "NDCG@5": 0.97658, "P@1": 0.94958, "P@10": 0.09983, "P@100": 0.01, "P@3": 0.33137, "P@5": 0.19882, "Recall@1": 0.94958, "Recall@10": 0.99832, "Recall@100": 1.0, "Recall@3": 0.99412, "Recall@5": 0.99412}, "rus-xquad-sentences": {"MAP@1": 0.80546, "MAP@10": 0.87467, "MAP@100": 0.87555, "MAP@3": 0.86653, "MAP@5": 0.87258, "MRR@1": 0.80588, "MRR@10": 0.87481, "MRR@100": 0.87569, "MRR@3": 0.86667, "MRR@5": 0.87272, "NDCG@1": 0.80588, "NDCG@10": 0.90112, "NDCG@100": 0.90479, "NDCG@3": 0.88518, "NDCG@5": 0.896, "P@1": 0.80588, "P@10": 0.09815, "P@100": 0.00997, "P@3": 0.31317, "P@5": 0.19311, "Recall@1": 0.80546, "Recall@10": 0.98067, "Recall@100": 0.99664, "Recall@3": 0.93866, "Recall@5": 0.96471}, "ruscibench-retrieval": {"MAP@1": 0.24923, "MAP@10": 0.45864, "MAP@100": 0.50251, "MAP@3": 0.36081, "MAP@5": 0.41032, "MRR@1": 0.68406, "MRR@10": 0.77923, "MRR@100": 0.78313, "MRR@3": 0.76667, "MRR@5": 0.77565, "NDCG@1": 0.68406, "NDCG@10": 0.5821, "NDCG@100": 0.68161, "NDCG@3": 0.58566, "NDCG@5": 0.56244, "P@1": 0.68406, "P@10": 0.24029, "P@100": 0.0389, "P@3": 0.45604, "P@5": 0.35942, "Recall@1": 0.24923, "Recall@10": 0.59601, "Recall@100": 0.87098, "Recall@3": 0.39794, "Recall@5": 0.48513}, "sberquad-retrieval": {"MAP@1": 0.37887, "MAP@10": 0.64282, "MAP@100": 0.64423, "MAP@3": 0.63026, "MAP@5": 0.63925, "MRR@1": 0.51986, "MRR@10": 0.71503, "MRR@100": 0.71645, "MRR@3": 0.7042, "MRR@5": 0.7117, "NDCG@1": 0.37887, "NDCG@10": 0.72335, "NDCG@100": 0.73001, "NDCG@3": 0.69879, "NDCG@5": 0.71477, "P@1": 0.37887, "P@10": 0.09577, "P@100": 0.00988, "P@3": 0.29766, "P@5": 0.18626, "Recall@1": 0.37887, "Recall@10": 0.9577, "Recall@100": 0.98828, "Recall@3": 0.89297, "Recall@5": 0.93129}, "wikifacts-sents": {"MAP@1": 0.11003, "MAP@10": 0.18391, "MAP@100": 0.19339, "MAP@3": 0.16108, "MAP@5": 0.17358, "MRR@1": 0.18738, "MRR@10": 0.28098, "MRR@100": 0.28828, "MRR@3": 0.25873, "MRR@5": 0.27207, "NDCG@1": 0.18258, "NDCG@10": 0.24058, "NDCG@100": 0.28027, "NDCG@3": 0.2077, "NDCG@5": 0.22154, "P@1": 0.18756, "P@10": 0.0633, "P@100": 0.0106, "P@3": 0.13239, "P@5": 0.09901, "Recall@1": 0.11003, "Recall@10": 0.3, "Recall@100": 0.44562, "Recall@3": 0.20702, "Recall@5": 0.24792}, "wikifacts-window_2": {"MAP@1": 0.09477, "MAP@10": 0.23562, "MAP@100": 0.26008, "MAP@3": 0.1809, "MAP@5": 0.21126, "MRR@1": 0.33898, "MRR@10": 0.45492, "MRR@100": 0.46174, "MRR@3": 0.42662, "MRR@5": 0.44454, "NDCG@1": 0.32532, "NDCG@10": 0.33333, "NDCG@100": 0.40177, "NDCG@3": 0.30667, "NDCG@5": 0.31353, "P@1": 0.33279, "P@10": 0.14749, "P@100": 0.02633, "P@3": 0.26849, "P@5": 0.21931, "Recall@1": 0.09477, "Recall@10": 0.3609, "Recall@100": 0.57326, "Recall@3": 0.21729, "Recall@5": 0.28361}, "wikifacts-window_3": {"MAP@1": 0.07289, "MAP@10": 0.24958, "MAP@100": 0.28977, "MAP@3": 0.1723, "MAP@5": 0.21076, "MRR@1": 0.38152, "MRR@10": 0.48995, "MRR@100": 0.49712, "MRR@3": 0.46278, "MRR@5": 0.47975, "NDCG@1": 0.37061, "NDCG@10": 0.36276, "NDCG@100": 0.44689, "NDCG@3": 0.34688, "NDCG@5": 0.34976, "P@1": 0.37898, "P@10": 0.21187, "P@100": 0.04055, "P@3": 0.34734, "P@5": 0.29365, "Recall@1": 0.07289, "Recall@10": 0.36051, "Recall@100": 0.60835, "Recall@3": 0.19738, "Recall@5": 0.26597}, "wikifacts-window_4": {"MAP@1": 0.05847, "MAP@10": 0.24936, "MAP@100": 0.30585, "MAP@3": 0.14803, "MAP@5": 0.19916, "MRR@1": 0.40272, "MRR@10": 0.50662, "MRR@100": 0.51398, "MRR@3": 0.47911, "MRR@5": 0.49626, "NDCG@1": 0.3931, "NDCG@10": 0.37661, "NDCG@100": 0.47058, "NDCG@3": 0.3782, "NDCG@5": 0.36868, "P@1": 0.40218, "P@10": 0.2604, "P@100": 0.05388, "P@3": 0.38202, "P@5": 0.34242, "Recall@1": 0.05847, "Recall@10": 0.34542, "Recall@100": 0.62309, "Recall@3": 0.1655, "Recall@5": 0.24154}, "wikifacts-window_5": {"MAP@1": 0.04921, "MAP@10": 0.24385, "MAP@100": 0.31605, "MAP@3": 0.12719, "MAP@5": 0.18548, "MRR@1": 0.42031, "MRR@10": 0.5202, "MRR@100": 0.52751, "MRR@3": 0.4935, "MRR@5": 0.50812, "NDCG@1": 0.41034, "NDCG@10": 0.38676, "NDCG@100": 0.48543, "NDCG@3": 0.39838, "NDCG@5": 0.38034, "P@1": 0.41922, "P@10": 0.3017, "P@100": 0.06701, "P@3": 0.40381, "P@5": 0.37929, "Recall@1": 0.04921, "Recall@10": 0.32818, "Recall@100": 0.62789, "Recall@3": 0.14077, "Recall@5": 0.21832}, "wikifacts-window_6": {"MAP@1": 0.04373, "MAP@10": 0.2381, "MAP@100": 0.32644, "MAP@3": 0.11411, "MAP@5": 0.17032, "MRR@1": 0.44003, "MRR@10": 0.53802, "MRR@100": 0.54552, "MRR@3": 0.51252, "MRR@5": 0.52627, "NDCG@1": 0.43041, "NDCG@10": 0.40007, "NDCG@100": 0.50036, "NDCG@3": 0.4178, "NDCG@5": 0.4027, "P@1": 0.44039, "P@10": 0.33359, "P@100": 0.07874, "P@3": 0.4237, "P@5": 0.40341, "Recall@1": 0.04373, "Recall@10": 0.31144, "Recall@100": 0.63483, "Recall@3": 0.12543, "Recall@5": 0.19746}}}, "source_url": "", "type": "dense", "verified": true} {"base_model_id": "ai-sage/Giga-Embeddings-instruct", "date": "2026-08-11", "hardware": "cuda", "model_id": "ai-sage/Giga-Embeddings-instruct+BAAI/bge-reranker-v2-m3", "model_name": "Giga-Embeddings-instruct+BGE-Reranker-v2-m3", "notes": "", "organization": "BAAI", "rerank_top_k": 100, "runtime_seconds": 3977.71, "scores": {"average": {"MAP@1": 0.28357, "MAP@10": 0.42688, "MAP@100": 0.46518, "MAP@3": 0.37232, "MAP@5": 0.39941, "MRR@1": 0.54964, "MRR@10": 0.64304, "MRR@100": 0.64758, "MRR@3": 0.62376, "MRR@5": 0.63575, "NDCG@1": 0.52913, "NDCG@10": 0.56789, "NDCG@100": 0.59655, "NDCG@3": 0.55882, "NDCG@5": 0.56021, "P@1": 0.53449, "P@10": 0.22272, "P@100": 0.06851, "P@3": 0.36828, "P@5": 0.3008, "Recall@1": 0.28357, "Recall@10": 0.5492, "Recall@100": 0.71597, "Recall@3": 0.42832, "Recall@5": 0.48007}, "datasets": {"legal_search_2004": {"MAP@1": 0.07881, "MAP@10": 0.25104, "MAP@100": 0.38385, "MAP@3": 0.16517, "MAP@5": 0.20149, "MRR@1": 0.6044, "MRR@10": 0.68223, "MRR@100": 0.68346, "MRR@3": 0.67033, "MRR@5": 0.67857, "NDCG@1": 0.6044, "NDCG@10": 0.52415, "NDCG@100": 0.53225, "NDCG@3": 0.57735, "NDCG@5": 0.5629, "P@1": 0.6044, "P@10": 0.39341, "P@100": 0.12011, "P@3": 0.54212, "P@5": 0.49231, "Recall@1": 0.07881, "Recall@10": 0.31967, "Recall@100": 0.57452, "Recall@3": 0.18871, "Recall@5": 0.24636}, "legal_search_2007": {"MAP@1": 0.03419, "MAP@10": 0.12374, "MAP@100": 0.2611, "MAP@3": 0.06855, "MAP@5": 0.08548, "MRR@1": 0.56, "MRR@10": 0.63686, "MRR@100": 0.63729, "MRR@3": 0.61, "MRR@5": 0.629, "NDCG@1": 0.56, "NDCG@10": 0.45914, "NDCG@100": 0.41835, "NDCG@3": 0.50693, "NDCG@5": 0.48123, "P@1": 0.56, "P@10": 0.414, "P@100": 0.161, "P@3": 0.48667, "P@5": 0.448, "Recall@1": 0.03419, "Recall@10": 0.14906, "Recall@100": 0.42275, "Recall@3": 0.07111, "Recall@5": 0.09285}, "ru-facts": {"MAP@1": 0.82106, "MAP@10": 0.90393, "MAP@100": 0.90396, "MAP@3": 0.90228, "MAP@5": 0.90359, "MRR@1": 0.83356, "MRR@10": 0.91, "MRR@100": 0.91003, "MRR@3": 0.90852, "MRR@5": 0.90966, "NDCG@1": 0.82106, "NDCG@10": 0.9286, "NDCG@100": 0.92871, "NDCG@3": 0.92546, "NDCG@5": 0.92784, "P@1": 0.82106, "P@10": 0.09996, "P@100": 0.01, "P@3": 0.33051, "P@5": 0.19946, "Recall@1": 0.82106, "Recall@10": 0.99955, "Recall@100": 1.0, "Recall@3": 0.99152, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.48917, "MAP@10": 0.70136, "MAP@100": 0.71009, "MAP@3": 0.64486, "MAP@5": 0.68056, "MRR@1": 0.69267, "MRR@10": 0.78267, "MRR@100": 0.78517, "MRR@3": 0.76468, "MRR@5": 0.77626, "NDCG@1": 0.6909, "NDCG@10": 0.77234, "NDCG@100": 0.79749, "NDCG@3": 0.7014, "NDCG@5": 0.73864, "P@1": 0.6909, "P@10": 0.14811, "P@100": 0.01661, "P@3": 0.37608, "P@5": 0.26182, "Recall@1": 0.48917, "Recall@10": 0.89632, "Recall@100": 0.98998, "Recall@3": 0.72253, "Recall@5": 0.81006}, "rus-arguana": {"MAP@1": 0.29801, "MAP@10": 0.42863, "MAP@100": 0.43945, "MAP@3": 0.3913, "MAP@5": 0.41096, "MRR@1": 0.29943, "MRR@10": 0.42931, "MRR@100": 0.44005, "MRR@3": 0.39189, "MRR@5": 0.41156, "NDCG@1": 0.29801, "NDCG@10": 0.50254, "NDCG@100": 0.55278, "NDCG@3": 0.42363, "NDCG@5": 0.45908, "P@1": 0.29801, "P@10": 0.07397, "P@100": 0.00969, "P@3": 0.17259, "P@5": 0.12077, "Recall@1": 0.29801, "Recall@10": 0.73969, "Recall@100": 0.96871, "Recall@3": 0.51778, "Recall@5": 0.60384}, "rus-fiqa": {"MAP@1": 0.21485, "MAP@10": 0.33556, "MAP@100": 0.36153, "MAP@3": 0.292, "MAP@5": 0.31736, "MRR@1": 0.396, "MRR@10": 0.48717, "MRR@100": 0.4965, "MRR@3": 0.461, "MRR@5": 0.4778, "NDCG@1": 0.396, "NDCG@10": 0.41509, "NDCG@100": 0.51208, "NDCG@3": 0.37004, "NDCG@5": 0.38847, "P@1": 0.396, "P@10": 0.1112, "P@100": 0.0216, "P@3": 0.23333, "P@5": 0.1756, "Recall@1": 0.21485, "Recall@10": 0.49415, "Recall@100": 0.86749, "Recall@3": 0.34782, "Recall@5": 0.41733}, "rus-nfcorpus": {"MAP@1": 0.06163, "MAP@10": 0.13252, "MAP@100": 0.16955, "MAP@3": 0.09984, "MAP@5": 0.1157, "MRR@1": 0.47059, "MRR@10": 0.5526, "MRR@100": 0.55817, "MRR@3": 0.53251, "MRR@5": 0.54598, "NDCG@1": 0.45666, "NDCG@10": 0.34371, "NDCG@100": 0.33166, "NDCG@3": 0.40375, "NDCG@5": 0.37912, "P@1": 0.47059, "P@10": 0.24458, "P@100": 0.08709, "P@3": 0.37668, "P@5": 0.32012, "Recall@1": 0.06163, "Recall@10": 0.16772, "Recall@100": 0.344, "Recall@3": 0.10782, "Recall@5": 0.13669}, "rus-quora": {"MAP@1": 0.62831, "MAP@10": 0.77245, "MAP@100": 0.77943, "MAP@3": 0.73803, "MAP@5": 0.75975, "MRR@1": 0.7252, "MRR@10": 0.80398, "MRR@100": 0.80615, "MRR@3": 0.78917, "MRR@5": 0.79923, "NDCG@1": 0.7226, "NDCG@10": 0.81865, "NDCG@100": 0.83581, "NDCG@3": 0.77907, "NDCG@5": 0.8012, "P@1": 0.7226, "P@10": 0.12732, "P@100": 0.01454, "P@3": 0.34447, "P@5": 0.23072, "Recall@1": 0.62831, "Recall@10": 0.91883, "Recall@100": 0.97994, "Recall@3": 0.80902, "Recall@5": 0.8682}, "rus-scidocs": {"MAP@1": 0.03655, "MAP@10": 0.09043, "MAP@100": 0.10753, "MAP@3": 0.06505, "MAP@5": 0.07595, "MRR@1": 0.18, "MRR@10": 0.27808, "MRR@100": 0.28973, "MRR@3": 0.24683, "MRR@5": 0.26433, "NDCG@1": 0.18, "NDCG@10": 0.15927, "NDCG@100": 0.22814, "NDCG@3": 0.14911, "NDCG@5": 0.12905, "P@1": 0.18, "P@10": 0.0843, "P@100": 0.01821, "P@3": 0.141, "P@5": 0.1136, "Recall@1": 0.03655, "Recall@10": 0.17107, "Recall@100": 0.36938, "Recall@3": 0.08583, "Recall@5": 0.11537}, "rus-scifact": {"MAP@1": 0.60111, "MAP@10": 0.6869, "MAP@100": 0.69322, "MAP@3": 0.66501, "MAP@5": 0.67266, "MRR@1": 0.62333, "MRR@10": 0.69648, "MRR@100": 0.70135, "MRR@3": 0.68111, "MRR@5": 0.68494, "NDCG@1": 0.62333, "NDCG@10": 0.72845, "NDCG@100": 0.75352, "NDCG@3": 0.68849, "NDCG@5": 0.6973, "P@1": 0.62333, "P@10": 0.09533, "P@100": 0.01083, "P@3": 0.26333, "P@5": 0.166, "Recall@1": 0.60111, "Recall@10": 0.84578, "Recall@100": 0.95333, "Recall@3": 0.73372, "Recall@5": 0.75533}, "rus-touche": {"MAP@1": 0.03726, "MAP@10": 0.13481, "MAP@100": 0.20571, "MAP@3": 0.08031, "MAP@5": 0.10092, "MRR@1": 0.44898, "MRR@10": 0.59529, "MRR@100": 0.60191, "MRR@3": 0.55782, "MRR@5": 0.58946, "NDCG@1": 0.42857, "NDCG@10": 0.33281, "NDCG@100": 0.43118, "NDCG@3": 0.38817, "NDCG@5": 0.36763, "P@1": 0.44898, "P@10": 0.28367, "P@100": 0.08041, "P@3": 0.40136, "P@5": 0.36327, "Recall@1": 0.03726, "Recall@10": 0.19776, "Recall@100": 0.49394, "Recall@3": 0.09252, "Recall@5": 0.13007}, "rus-trec-covid": {"MAP@1": 0.00216, "MAP@10": 0.02129, "MAP@100": 0.13443, "MAP@3": 0.00658, "MAP@5": 0.01089, "MRR@1": 0.86, "MRR@10": 0.92167, "MRR@100": 0.92167, "MRR@3": 0.91667, "MRR@5": 0.92167, "NDCG@1": 0.82, "NDCG@10": 0.83042, "NDCG@100": 0.65084, "NDCG@3": 0.84011, "NDCG@5": 0.8351, "P@1": 0.86, "P@10": 0.898, "P@100": 0.6684, "P@3": 0.88667, "P@5": 0.892, "Recall@1": 0.00216, "Recall@10": 0.02302, "Recall@100": 0.1614, "Recall@3": 0.0069, "Recall@5": 0.01164}, "rus-tydiqa": {"MAP@1": 0.4465, "MAP@10": 0.60486, "MAP@100": 0.61121, "MAP@3": 0.56937, "MAP@5": 0.59136, "MRR@1": 0.48021, "MRR@10": 0.62863, "MRR@100": 0.63307, "MRR@3": 0.60384, "MRR@5": 0.61942, "NDCG@1": 0.48279, "NDCG@10": 0.67554, "NDCG@100": 0.7011, "NDCG@3": 0.61247, "NDCG@5": 0.64735, "P@1": 0.48279, "P@10": 0.09862, "P@100": 0.0113, "P@3": 0.26104, "P@5": 0.17625, "Recall@1": 0.4465, "Recall@10": 0.86302, "Recall@100": 0.97289, "Recall@3": 0.70195, "Recall@5": 0.78098}, "rus-xquad": {"MAP@1": 0.97647, "MAP@10": 0.98775, "MAP@100": 0.98775, "MAP@3": 0.98754, "MAP@5": 0.98775, "MRR@1": 0.97647, "MRR@10": 0.98775, "MRR@100": 0.98775, "MRR@3": 0.98754, "MRR@5": 0.98775, "NDCG@1": 0.97647, "NDCG@10": 0.99093, "NDCG@100": 0.99093, "NDCG@3": 0.99057, "NDCG@5": 0.99093, "P@1": 0.97647, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33305, "P@5": 0.2, "Recall@1": 0.97647, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99916, "Recall@5": 1.0}, "rus-xquad-sentences": {"MAP@1": 0.84832, "MAP@10": 0.90145, "MAP@100": 0.90208, "MAP@3": 0.89496, "MAP@5": 0.89845, "MRR@1": 0.84874, "MRR@10": 0.90173, "MRR@100": 0.90236, "MRR@3": 0.89538, "MRR@5": 0.89887, "NDCG@1": 0.84874, "NDCG@10": 0.922, "NDCG@100": 0.92482, "NDCG@3": 0.90887, "NDCG@5": 0.91512, "P@1": 0.84874, "P@10": 0.09849, "P@100": 0.00997, "P@3": 0.31625, "P@5": 0.19277, "Recall@1": 0.84832, "Recall@10": 0.98403, "Recall@100": 0.99664, "Recall@3": 0.94832, "Recall@5": 0.96345}, "ruscibench-retrieval": {"MAP@1": 0.27117, "MAP@10": 0.6553, "MAP@100": 0.67323, "MAP@3": 0.45646, "MAP@5": 0.5576, "MRR@1": 0.8058, "MRR@10": 0.87906, "MRR@100": 0.87948, "MRR@3": 0.87198, "MRR@5": 0.87763, "NDCG@1": 0.8058, "NDCG@10": 0.76451, "NDCG@100": 0.79072, "NDCG@3": 0.74305, "NDCG@5": 0.73047, "P@1": 0.8058, "P@10": 0.35333, "P@100": 0.0389, "P@3": 0.61932, "P@5": 0.52174, "Recall@1": 0.27117, "Recall@10": 0.80695, "Recall@100": 0.87098, "Recall@3": 0.49686, "Recall@5": 0.63975}, "sberquad-retrieval": {"MAP@1": 0.25874, "MAP@10": 0.61058, "MAP@100": 0.61083, "MAP@3": 0.60547, "MAP@5": 0.60969, "MRR@1": 0.57724, "MRR@10": 0.77141, "MRR@100": 0.77161, "MRR@3": 0.76714, "MRR@5": 0.77055, "NDCG@1": 0.25874, "NDCG@10": 0.70766, "NDCG@100": 0.70866, "NDCG@3": 0.698, "NDCG@5": 0.70557, "P@1": 0.25874, "P@10": 0.09841, "P@100": 0.00988, "P@3": 0.31983, "P@5": 0.19555, "Recall@1": 0.25874, "Recall@10": 0.98411, "Recall@100": 0.98828, "Recall@3": 0.95949, "Recall@5": 0.97776}, "wikifacts-sents": {"MAP@1": 0.07998, "MAP@10": 0.1406, "MAP@100": 0.15259, "MAP@3": 0.11925, "MAP@5": 0.13046, "MRR@1": 0.13963, "MRR@10": 0.22204, "MRR@100": 0.23179, "MRR@3": 0.19772, "MRR@5": 0.21095, "NDCG@1": 0.13058, "NDCG@10": 0.1921, "NDCG@100": 0.24372, "NDCG@3": 0.15583, "NDCG@5": 0.17066, "P@1": 0.13438, "P@10": 0.05298, "P@100": 0.0106, "P@3": 0.09911, "P@5": 0.07745, "Recall@1": 0.07998, "Recall@10": 0.25473, "Recall@100": 0.44562, "Recall@3": 0.1586, "Recall@5": 0.19691}, "wikifacts-window_2": {"MAP@1": 0.09643, "MAP@10": 0.24349, "MAP@100": 0.2678, "MAP@3": 0.18845, "MAP@5": 0.21893, "MRR@1": 0.34554, "MRR@10": 0.46337, "MRR@100": 0.46959, "MRR@3": 0.43443, "MRR@5": 0.45309, "NDCG@1": 0.33188, "NDCG@10": 0.34271, "NDCG@100": 0.40845, "NDCG@3": 0.31708, "NDCG@5": 0.3226, "P@1": 0.33862, "P@10": 0.15158, "P@100": 0.02633, "P@3": 0.27668, "P@5": 0.22503, "Recall@1": 0.09643, "Recall@10": 0.36938, "Recall@100": 0.57326, "Recall@3": 0.22574, "Recall@5": 0.2909}, "wikifacts-window_3": {"MAP@1": 0.07726, "MAP@10": 0.26778, "MAP@100": 0.3074, "MAP@3": 0.18728, "MAP@5": 0.227, "MRR@1": 0.40553, "MRR@10": 0.50861, "MRR@100": 0.51513, "MRR@3": 0.48121, "MRR@5": 0.49809, "NDCG@1": 0.39489, "NDCG@10": 0.38228, "NDCG@100": 0.46052, "NDCG@3": 0.3689, "NDCG@5": 0.37063, "P@1": 0.40444, "P@10": 0.22184, "P@100": 0.04055, "P@3": 0.36861, "P@5": 0.30991, "Recall@1": 0.07726, "Recall@10": 0.37648, "Recall@100": 0.60835, "Recall@3": 0.21082, "Recall@5": 0.28092}, "wikifacts-window_4": {"MAP@1": 0.06299, "MAP@10": 0.27571, "MAP@100": 0.33048, "MAP@3": 0.16481, "MAP@5": 0.2218, "MRR@1": 0.43415, "MRR@10": 0.53102, "MRR@100": 0.53799, "MRR@3": 0.50539, "MRR@5": 0.52088, "NDCG@1": 0.4238, "NDCG@10": 0.40544, "NDCG@100": 0.48867, "NDCG@3": 0.41126, "NDCG@5": 0.39908, "P@1": 0.43361, "P@10": 0.2792, "P@100": 0.05388, "P@3": 0.41635, "P@5": 0.36974, "Recall@1": 0.06299, "Recall@10": 0.36989, "Recall@100": 0.62309, "Recall@3": 0.18161, "Recall@5": 0.26195}, "wikifacts-window_5": {"MAP@1": 0.05334, "MAP@10": 0.27578, "MAP@100": 0.34608, "MAP@3": 0.14293, "MAP@5": 0.21258, "MRR@1": 0.45422, "MRR@10": 0.54757, "MRR@100": 0.55487, "MRR@3": 0.52303, "MRR@5": 0.5359, "NDCG@1": 0.44334, "NDCG@10": 0.42168, "NDCG@100": 0.50641, "NDCG@3": 0.43465, "NDCG@5": 0.41819, "P@1": 0.45258, "P@10": 0.32776, "P@100": 0.06701, "P@3": 0.44086, "P@5": 0.41777, "Recall@1": 0.05334, "Recall@10": 0.35659, "Recall@100": 0.62789, "Recall@3": 0.15524, "Recall@5": 0.24283}, "wikifacts-window_6": {"MAP@1": 0.04788, "MAP@10": 0.27217, "MAP@100": 0.35987, "MAP@3": 0.12789, "MAP@5": 0.19545, "MRR@1": 0.47995, "MRR@10": 0.57246, "MRR@100": 0.5792, "MRR@3": 0.54827, "MRR@5": 0.56067, "NDCG@1": 0.47142, "NDCG@10": 0.4415, "NDCG@100": 0.52374, "NDCG@3": 0.45866, "NDCG@5": 0.44676, "P@1": 0.48122, "P@10": 0.36649, "P@100": 0.07874, "P@3": 0.46447, "P@5": 0.44859, "Recall@1": 0.04788, "Recall@10": 0.34371, "Recall@100": 0.63483, "Recall@3": 0.13828, "Recall@5": 0.22119}}}, "source_url": "", "type": "reranker", "verified": true} {"date": "2026-07-25", "hardware": "cuda", "model_id": "Snowflake/snowflake-arctic-embed-l-v2.0", "model_name": "snowflake-arctic-embed-l-v2.0", "notes": "", "organization": "Snowflake", "runtime_seconds": 103110.24, "scores": {"average": {"MAP@1": 0.27341, "MAP@10": 0.3928, "MAP@100": 0.42255, "MAP@3": 0.35133, "MAP@5": 0.37227, "MRR@1": 0.47574, "MRR@10": 0.57226, "MRR@100": 0.57793, "MRR@3": 0.55155, "MRR@5": 0.56389, "NDCG@1": 0.45946, "NDCG@10": 0.51197, "NDCG@100": 0.54686, "NDCG@3": 0.49215, "NDCG@5": 0.49967, "P@1": 0.46564, "P@10": 0.17409, "P@100": 0.05362, "P@3": 0.30369, "P@5": 0.24129, "Recall@1": 0.27341, "Recall@10": 0.52957, "Recall@100": 0.7068, "Recall@3": 0.41113, "Recall@5": 0.46268}, "datasets": {"legal_search_2004": {"MAP@1": 0.06164, "MAP@10": 0.19361, "MAP@100": 0.30412, "MAP@3": 0.12571, "MAP@5": 0.15056, "MRR@1": 0.53846, "MRR@10": 0.6046, "MRR@100": 0.60926, "MRR@3": 0.58974, "MRR@5": 0.59963, "NDCG@1": 0.53846, "NDCG@10": 0.44614, "NDCG@100": 0.46245, "NDCG@3": 0.49033, "NDCG@5": 0.47589, "P@1": 0.53846, "P@10": 0.35604, "P@100": 0.11571, "P@3": 0.46154, "P@5": 0.42418, "Recall@1": 0.06164, "Recall@10": 0.23702, "Recall@100": 0.53682, "Recall@3": 0.14051, "Recall@5": 0.17188}, "legal_search_2007": {"MAP@1": 0.03345, "MAP@10": 0.1209, "MAP@100": 0.24683, "MAP@3": 0.06197, "MAP@5": 0.08271, "MRR@1": 0.6, "MRR@10": 0.66152, "MRR@100": 0.66565, "MRR@3": 0.65667, "MRR@5": 0.65667, "NDCG@1": 0.6, "NDCG@10": 0.46093, "NDCG@100": 0.41288, "NDCG@3": 0.55103, "NDCG@5": 0.51621, "P@1": 0.6, "P@10": 0.408, "P@100": 0.1574, "P@3": 0.53333, "P@5": 0.484, "Recall@1": 0.03345, "Recall@10": 0.13935, "Recall@100": 0.42755, "Recall@3": 0.06613, "Recall@5": 0.09056}, "ria-news": {"MAP@1": 0.7083, "MAP@10": 0.78283, "MAP@100": 0.78504, "MAP@3": 0.7715, "MAP@5": 0.77829, "MRR@1": 0.7083, "MRR@10": 0.78283, "MRR@100": 0.78504, "MRR@3": 0.7715, "MRR@5": 0.77829, "NDCG@1": 0.7083, "NDCG@10": 0.81432, "NDCG@100": 0.82485, "NDCG@3": 0.7911, "NDCG@5": 0.80338, "P@1": 0.7083, "P@10": 0.09111, "P@100": 0.0096, "P@3": 0.2825, "P@5": 0.17548, "Recall@1": 0.7083, "Recall@10": 0.9111, "Recall@100": 0.96, "Recall@3": 0.8475, "Recall@5": 0.8774}, "ru-facts": {"MAP@1": 0.83088, "MAP@10": 0.91041, "MAP@100": 0.91041, "MAP@3": 0.90942, "MAP@5": 0.91013, "MRR@1": 0.8282, "MRR@10": 0.90892, "MRR@100": 0.90892, "MRR@3": 0.90793, "MRR@5": 0.90864, "NDCG@1": 0.83088, "NDCG@10": 0.93359, "NDCG@100": 0.93359, "NDCG@3": 0.93168, "NDCG@5": 0.93297, "P@1": 0.83088, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3317, "P@5": 0.19964, "Recall@1": 0.83088, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99509, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.43415, "MAP@10": 0.63936, "MAP@100": 0.64798, "MAP@3": 0.5843, "MAP@5": 0.61996, "MRR@1": 0.61525, "MRR@10": 0.72366, "MRR@100": 0.72679, "MRR@3": 0.70292, "MRR@5": 0.71725, "NDCG@1": 0.61525, "NDCG@10": 0.71536, "NDCG@100": 0.74239, "NDCG@3": 0.64327, "NDCG@5": 0.68374, "P@1": 0.61525, "P@10": 0.13983, "P@100": 0.0159, "P@3": 0.35067, "P@5": 0.24728, "Recall@1": 0.43415, "Recall@10": 0.84946, "Recall@100": 0.95273, "Recall@3": 0.67364, "Recall@5": 0.76794}, "rus-arguana": {"MAP@1": 0.26814, "MAP@10": 0.42961, "MAP@100": 0.4396, "MAP@3": 0.38312, "MAP@5": 0.40915, "MRR@1": 0.26814, "MRR@10": 0.42958, "MRR@100": 0.43957, "MRR@3": 0.38312, "MRR@5": 0.40901, "NDCG@1": 0.26814, "NDCG@10": 0.51909, "NDCG@100": 0.56063, "NDCG@3": 0.42215, "NDCG@5": 0.46919, "P@1": 0.26814, "P@10": 0.08051, "P@100": 0.00984, "P@3": 0.17852, "P@5": 0.13001, "Recall@1": 0.26814, "Recall@10": 0.80512, "Recall@100": 0.98435, "Recall@3": 0.53556, "Recall@5": 0.65007}, "rus-cqadupstack": {"MAP@1": 0.23698, "MAP@10": 0.32221, "MAP@100": 0.33293, "MAP@3": 0.29592, "MAP@5": 0.31032, "MRR@1": 0.28155, "MRR@10": 0.36136, "MRR@100": 0.36906, "MRR@3": 0.33797, "MRR@5": 0.35132, "NDCG@1": 0.28155, "NDCG@10": 0.37238, "NDCG@100": 0.41933, "NDCG@3": 0.32744, "NDCG@5": 0.34821, "P@1": 0.28155, "P@10": 0.0659, "P@100": 0.01046, "P@3": 0.15159, "P@5": 0.10784, "Recall@1": 0.23698, "Recall@10": 0.48186, "Recall@100": 0.68972, "Recall@3": 0.35634, "Recall@5": 0.40983}, "rus-fiqa": {"MAP@1": 0.19895, "MAP@10": 0.3036, "MAP@100": 0.32174, "MAP@3": 0.26333, "MAP@5": 0.28481, "MRR@1": 0.364, "MRR@10": 0.44158, "MRR@100": 0.45016, "MRR@3": 0.41733, "MRR@5": 0.42853, "NDCG@1": 0.364, "NDCG@10": 0.37618, "NDCG@100": 0.44438, "NDCG@3": 0.33358, "NDCG@5": 0.34506, "P@1": 0.364, "P@10": 0.1008, "P@100": 0.0171, "P@3": 0.20733, "P@5": 0.1552, "Recall@1": 0.19895, "Recall@10": 0.44905, "Recall@100": 0.7093, "Recall@3": 0.3056, "Recall@5": 0.35889}, "rus-miracl": {"MAP@1": 0.33047, "MAP@10": 0.56781, "MAP@100": 0.59466, "MAP@3": 0.48376, "MAP@5": 0.52645, "MRR@1": 0.64776, "MRR@10": 0.75454, "MRR@100": 0.75692, "MRR@3": 0.73735, "MRR@5": 0.74742, "NDCG@1": 0.64776, "NDCG@10": 0.67268, "NDCG@100": 0.73261, "NDCG@3": 0.61542, "NDCG@5": 0.6277, "P@1": 0.64776, "P@10": 0.19712, "P@100": 0.02685, "P@3": 0.41667, "P@5": 0.30815, "Recall@1": 0.33047, "Recall@10": 0.77195, "Recall@100": 0.9555, "Recall@3": 0.55741, "Recall@5": 0.64557}, "rus-mmarco": {"MAP@1": 0.16847, "MAP@10": 0.27005, "MAP@100": 0.28185, "MAP@3": 0.23702, "MAP@5": 0.2553, "MRR@1": 0.17421, "MRR@10": 0.27537, "MRR@100": 0.28678, "MRR@3": 0.24267, "MRR@5": 0.26082, "NDCG@1": 0.17421, "NDCG@10": 0.32854, "NDCG@100": 0.38669, "NDCG@3": 0.26057, "NDCG@5": 0.29321, "P@1": 0.17421, "P@10": 0.05324, "P@100": 0.00825, "P@3": 0.11194, "P@5": 0.0837, "Recall@1": 0.16847, "Recall@10": 0.50928, "Recall@100": 0.78079, "Recall@3": 0.32329, "Recall@5": 0.40154}, "rus-nfcorpus": {"MAP@1": 0.05345, "MAP@10": 0.11514, "MAP@100": 0.14061, "MAP@3": 0.0836, "MAP@5": 0.09959, "MRR@1": 0.43034, "MRR@10": 0.51124, "MRR@100": 0.51778, "MRR@3": 0.49381, "MRR@5": 0.50743, "NDCG@1": 0.41486, "NDCG@10": 0.31519, "NDCG@100": 0.2783, "NDCG@3": 0.36254, "NDCG@5": 0.34546, "P@1": 0.43034, "P@10": 0.23251, "P@100": 0.06755, "P@3": 0.34159, "P@5": 0.29845, "Recall@1": 0.05345, "Recall@10": 0.15028, "Recall@100": 0.27422, "Recall@3": 0.09268, "Recall@5": 0.12416}, "rus-quora": {"MAP@1": 0.61357, "MAP@10": 0.75563, "MAP@100": 0.76288, "MAP@3": 0.72211, "MAP@5": 0.74265, "MRR@1": 0.7058, "MRR@10": 0.78756, "MRR@100": 0.79007, "MRR@3": 0.77213, "MRR@5": 0.78187, "NDCG@1": 0.7066, "NDCG@10": 0.80333, "NDCG@100": 0.82316, "NDCG@3": 0.76362, "NDCG@5": 0.78412, "P@1": 0.7066, "P@10": 0.1251, "P@100": 0.01452, "P@3": 0.33773, "P@5": 0.2254, "Recall@1": 0.61357, "Recall@10": 0.90557, "Recall@100": 0.98054, "Recall@3": 0.79418, "Recall@5": 0.84987}, "rus-scidocs": {"MAP@1": 0.04155, "MAP@10": 0.09938, "MAP@100": 0.11621, "MAP@3": 0.07225, "MAP@5": 0.08566, "MRR@1": 0.205, "MRR@10": 0.30025, "MRR@100": 0.31106, "MRR@3": 0.26967, "MRR@5": 0.28757, "NDCG@1": 0.205, "NDCG@10": 0.17015, "NDCG@100": 0.23856, "NDCG@3": 0.1631, "NDCG@5": 0.1422, "P@1": 0.205, "P@10": 0.0871, "P@100": 0.01856, "P@3": 0.15167, "P@5": 0.124, "Recall@1": 0.04155, "Recall@10": 0.1771, "Recall@100": 0.37748, "Recall@3": 0.09228, "Recall@5": 0.12583}, "rus-scifact": {"MAP@1": 0.52928, "MAP@10": 0.62627, "MAP@100": 0.63342, "MAP@3": 0.60565, "MAP@5": 0.61673, "MRR@1": 0.56, "MRR@10": 0.64029, "MRR@100": 0.64567, "MRR@3": 0.62389, "MRR@5": 0.63456, "NDCG@1": 0.56, "NDCG@10": 0.66721, "NDCG@100": 0.69553, "NDCG@3": 0.63178, "NDCG@5": 0.64863, "P@1": 0.56, "P@10": 0.088, "P@100": 0.01023, "P@3": 0.24889, "P@5": 0.16067, "Recall@1": 0.52928, "Recall@10": 0.77744, "Recall@100": 0.89933, "Recall@3": 0.6795, "Recall@5": 0.7235}, "rus-touche": {"MAP@1": 0.02077, "MAP@10": 0.09308, "MAP@100": 0.15108, "MAP@3": 0.05128, "MAP@5": 0.06691, "MRR@1": 0.28571, "MRR@10": 0.48339, "MRR@100": 0.4932, "MRR@3": 0.44898, "MRR@5": 0.46837, "NDCG@1": 0.2551, "NDCG@10": 0.24725, "NDCG@100": 0.36272, "NDCG@3": 0.27975, "NDCG@5": 0.26084, "P@1": 0.28571, "P@10": 0.21837, "P@100": 0.0751, "P@3": 0.29932, "P@5": 0.26531, "Recall@1": 0.02077, "Recall@10": 0.16019, "Recall@100": 0.46302, "Recall@3": 0.07016, "Recall@5": 0.10013}, "rus-trec-covid": {"MAP@1": 0.00228, "MAP@10": 0.02083, "MAP@100": 0.12508, "MAP@3": 0.00664, "MAP@5": 0.01096, "MRR@1": 0.86, "MRR@10": 0.924, "MRR@100": 0.924, "MRR@3": 0.92, "MRR@5": 0.924, "NDCG@1": 0.8, "NDCG@10": 0.81023, "NDCG@100": 0.62941, "NDCG@3": 0.8195, "NDCG@5": 0.82459, "P@1": 0.86, "P@10": 0.868, "P@100": 0.6478, "P@3": 0.88, "P@5": 0.888, "Recall@1": 0.00228, "Recall@10": 0.02243, "Recall@100": 0.154, "Recall@3": 0.00695, "Recall@5": 0.01164}, "rus-tydiqa": {"MAP@1": 0.35456, "MAP@10": 0.49996, "MAP@100": 0.50939, "MAP@3": 0.46441, "MAP@5": 0.48692, "MRR@1": 0.3864, "MRR@10": 0.52606, "MRR@100": 0.53311, "MRR@3": 0.49656, "MRR@5": 0.51429, "NDCG@1": 0.3864, "NDCG@10": 0.57043, "NDCG@100": 0.61184, "NDCG@3": 0.50417, "NDCG@5": 0.54147, "P@1": 0.3864, "P@10": 0.08657, "P@100": 0.01096, "P@3": 0.21974, "P@5": 0.15267, "Recall@1": 0.35456, "Recall@10": 0.75904, "Recall@100": 0.94421, "Recall@3": 0.58864, "Recall@5": 0.67413}, "rus-xquad": {"MAP@1": 0.90672, "MAP@10": 0.94269, "MAP@100": 0.94312, "MAP@3": 0.94062, "MAP@5": 0.942, "MRR@1": 0.90672, "MRR@10": 0.94269, "MRR@100": 0.94312, "MRR@3": 0.94062, "MRR@5": 0.942, "NDCG@1": 0.90672, "NDCG@10": 0.95446, "NDCG@100": 0.95661, "NDCG@3": 0.95036, "NDCG@5": 0.95282, "P@1": 0.90672, "P@10": 0.09891, "P@100": 0.00999, "P@3": 0.32605, "P@5": 0.19681, "Recall@1": 0.90672, "Recall@10": 0.98908, "Recall@100": 0.99916, "Recall@3": 0.97815, "Recall@5": 0.98403}, "rus-xquad-sentences": {"MAP@1": 0.75084, "MAP@10": 0.83251, "MAP@100": 0.83404, "MAP@3": 0.82087, "MAP@5": 0.82973, "MRR@1": 0.75126, "MRR@10": 0.83284, "MRR@100": 0.83437, "MRR@3": 0.82129, "MRR@5": 0.83015, "NDCG@1": 0.75126, "NDCG@10": 0.86529, "NDCG@100": 0.87199, "NDCG@3": 0.84317, "NDCG@5": 0.85894, "P@1": 0.75126, "P@10": 0.09647, "P@100": 0.00994, "P@3": 0.30252, "P@5": 0.18908, "Recall@1": 0.75084, "Recall@10": 0.96387, "Recall@100": 0.99328, "Recall@3": 0.90714, "Recall@5": 0.94496}, "ruscibench-retrieval": {"MAP@1": 0.25061, "MAP@10": 0.47303, "MAP@100": 0.51928, "MAP@3": 0.36855, "MAP@5": 0.41715, "MRR@1": 0.69275, "MRR@10": 0.78023, "MRR@100": 0.78246, "MRR@3": 0.76522, "MRR@5": 0.7729, "NDCG@1": 0.69275, "NDCG@10": 0.5972, "NDCG@100": 0.6964, "NDCG@3": 0.59591, "NDCG@5": 0.56619, "P@1": 0.69275, "P@10": 0.25304, "P@100": 0.03997, "P@3": 0.46763, "P@5": 0.36348, "Recall@1": 0.25061, "Recall@10": 0.61825, "Recall@100": 0.88874, "Recall@3": 0.40298, "Recall@5": 0.48375}, "sberquad-retrieval": {"MAP@1": 0.28177, "MAP@10": 0.56169, "MAP@100": 0.56446, "MAP@3": 0.54365, "MAP@5": 0.55638, "MRR@1": 0.5838, "MRR@10": 0.71849, "MRR@100": 0.72125, "MRR@3": 0.70416, "MRR@5": 0.7139, "NDCG@1": 0.28177, "NDCG@10": 0.65132, "NDCG@100": 0.66457, "NDCG@3": 0.61603, "NDCG@5": 0.63874, "P@1": 0.28177, "P@10": 0.09144, "P@100": 0.00976, "P@3": 0.27383, "P@5": 0.17522, "Recall@1": 0.28177, "Recall@10": 0.91442, "Recall@100": 0.97577, "Recall@3": 0.82149, "Recall@5": 0.87609}, "wikifacts-articles": {"MAP@1": 0.36017, "MAP@10": 0.53352, "MAP@100": 0.54324, "MAP@3": 0.49006, "MAP@5": 0.51767, "MRR@1": 0.48923, "MRR@10": 0.60856, "MRR@100": 0.61354, "MRR@3": 0.58714, "MRR@5": 0.601, "NDCG@1": 0.47783, "NDCG@10": 0.60444, "NDCG@100": 0.64207, "NDCG@3": 0.54144, "NDCG@5": 0.57655, "P@1": 0.48996, "P@10": 0.11396, "P@100": 0.01412, "P@3": 0.28674, "P@5": 0.20099, "Recall@1": 0.36017, "Recall@10": 0.74255, "Recall@100": 0.90252, "Recall@3": 0.58545, "Recall@5": 0.66695}, "wikifacts-para": {"MAP@1": 0.1834, "MAP@10": 0.31492, "MAP@100": 0.32971, "MAP@3": 0.26992, "MAP@5": 0.29616, "MRR@1": 0.3002, "MRR@10": 0.42425, "MRR@100": 0.43146, "MRR@3": 0.39466, "MRR@5": 0.41318, "NDCG@1": 0.291, "NDCG@10": 0.39457, "NDCG@100": 0.44912, "NDCG@3": 0.33008, "NDCG@5": 0.36121, "P@1": 0.30112, "P@10": 0.09764, "P@100": 0.01468, "P@3": 0.20382, "P@5": 0.15583, "Recall@1": 0.1834, "Recall@10": 0.51472, "Recall@100": 0.72774, "Recall@3": 0.3463, "Recall@5": 0.42591}, "wikifacts-sents": {"MAP@1": 0.07704, "MAP@10": 0.13264, "MAP@100": 0.14073, "MAP@3": 0.11468, "MAP@5": 0.12446, "MRR@1": 0.13257, "MRR@10": 0.21066, "MRR@100": 0.21776, "MRR@3": 0.19021, "MRR@5": 0.20201, "NDCG@1": 0.12706, "NDCG@10": 0.17831, "NDCG@100": 0.21514, "NDCG@3": 0.14992, "NDCG@5": 0.16186, "P@1": 0.13294, "P@10": 0.04822, "P@100": 0.00863, "P@3": 0.09761, "P@5": 0.07426, "Recall@1": 0.07704, "Recall@10": 0.23025, "Recall@100": 0.36919, "Recall@3": 0.15117, "Recall@5": 0.18452}, "wikifacts-window_2": {"MAP@1": 0.06937, "MAP@10": 0.17218, "MAP@100": 0.19167, "MAP@3": 0.12953, "MAP@5": 0.15232, "MRR@1": 0.25264, "MRR@10": 0.35802, "MRR@100": 0.36609, "MRR@3": 0.33005, "MRR@5": 0.34718, "NDCG@1": 0.24308, "NDCG@10": 0.25471, "NDCG@100": 0.317, "NDCG@3": 0.22869, "NDCG@5": 0.23518, "P@1": 0.25009, "P@10": 0.1161, "P@100": 0.02186, "P@3": 0.20231, "P@5": 0.1675, "Recall@1": 0.06937, "Recall@10": 0.28332, "Recall@100": 0.4804, "Recall@3": 0.16086, "Recall@5": 0.21377}, "wikifacts-window_3": {"MAP@1": 0.05217, "MAP@10": 0.17586, "MAP@100": 0.20881, "MAP@3": 0.11839, "MAP@5": 0.14665, "MRR@1": 0.28023, "MRR@10": 0.38324, "MRR@100": 0.39136, "MRR@3": 0.35497, "MRR@5": 0.37215, "NDCG@1": 0.27469, "NDCG@10": 0.27047, "NDCG@100": 0.35023, "NDCG@3": 0.25447, "NDCG@5": 0.25851, "P@1": 0.28278, "P@10": 0.16263, "P@100": 0.03384, "P@3": 0.25593, "P@5": 0.22113, "Recall@1": 0.05217, "Recall@10": 0.273, "Recall@100": 0.50743, "Recall@3": 0.13962, "Recall@5": 0.19403}, "wikifacts-window_4": {"MAP@1": 0.04322, "MAP@10": 0.17354, "MAP@100": 0.21932, "MAP@3": 0.10354, "MAP@5": 0.13693, "MRR@1": 0.30808, "MRR@10": 0.40035, "MRR@100": 0.40867, "MRR@3": 0.37066, "MRR@5": 0.38862, "NDCG@1": 0.29909, "NDCG@10": 0.27906, "NDCG@100": 0.36891, "NDCG@3": 0.27816, "NDCG@5": 0.2704, "P@1": 0.30827, "P@10": 0.19771, "P@100": 0.0449, "P@3": 0.28108, "P@5": 0.25312, "Recall@1": 0.04322, "Recall@10": 0.25662, "Recall@100": 0.51912, "Recall@3": 0.11722, "Recall@5": 0.1721}, "wikifacts-window_5": {"MAP@1": 0.0354, "MAP@10": 0.16678, "MAP@100": 0.2251, "MAP@3": 0.08826, "MAP@5": 0.12478, "MRR@1": 0.31405, "MRR@10": 0.40519, "MRR@100": 0.4139, "MRR@3": 0.37785, "MRR@5": 0.39286, "NDCG@1": 0.30562, "NDCG@10": 0.28336, "NDCG@100": 0.37905, "NDCG@3": 0.29084, "NDCG@5": 0.2765, "P@1": 0.31568, "P@10": 0.22633, "P@100": 0.056, "P@3": 0.29659, "P@5": 0.27721, "Recall@1": 0.0354, "Recall@10": 0.24008, "Recall@100": 0.52097, "Recall@3": 0.09937, "Recall@5": 0.15255}, "wikifacts-window_6": {"MAP@1": 0.03125, "MAP@10": 0.16111, "MAP@100": 0.2307, "MAP@3": 0.0785, "MAP@5": 0.1146, "MRR@1": 0.32571, "MRR@10": 0.41438, "MRR@100": 0.42291, "MRR@3": 0.3858, "MRR@5": 0.40122, "NDCG@1": 0.31691, "NDCG@10": 0.29095, "NDCG@100": 0.3885, "NDCG@3": 0.30219, "NDCG@5": 0.29067, "P@1": 0.32771, "P@10": 0.2479, "P@100": 0.06533, "P@3": 0.30805, "P@5": 0.29294, "Recall@1": 0.03125, "Recall@10": 0.22522, "Recall@100": 0.52329, "Recall@3": 0.08752, "Recall@5": 0.13783}}}, "source_url": "", "type": "dense", "verified": true} {"base_model_id": "bm25", "date": "2026-07-29", "hardware": "cuda:1", "model_id": "bm25+Qwen/Qwen3-Reranker-8B", "model_name": "BM25+Qwen3-Reranker-8B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 363514.96, "scores": {"average": {"MAP@1": 0.30093, "MAP@10": 0.40814, "MAP@100": 0.41514, "MAP@3": 0.37517, "MAP@5": 0.39368, "MRR@1": 0.52504, "MRR@10": 0.59996, "MRR@100": 0.60079, "MRR@3": 0.58928, "MRR@5": 0.59624, "NDCG@1": 0.51082, "NDCG@10": 0.51579, "NDCG@100": 0.48233, "NDCG@3": 0.5262, "NDCG@5": 0.52188, "P@1": 0.51578, "P@10": 0.16927, "P@100": 0.02123, "P@3": 0.32374, "P@5": 0.24994, "Recall@1": 0.30093, "Recall@10": 0.49035, "Recall@100": 0.50787, "Recall@3": 0.42209, "Recall@5": 0.45713}, "datasets": {"legal_search_2004": {"MAP@1": 0.06789, "MAP@10": 0.27062, "MAP@100": 0.31903, "MAP@3": 0.16458, "MAP@5": 0.20746, "MRR@1": 0.62637, "MRR@10": 0.70296, "MRR@100": 0.7046, "MRR@3": 0.69597, "MRR@5": 0.69597, "NDCG@1": 0.62637, "NDCG@10": 0.56822, "NDCG@100": 0.44071, "NDCG@3": 0.61951, "NDCG@5": 0.59251, "P@1": 0.62637, "P@10": 0.44835, "P@100": 0.06451, "P@3": 0.59707, "P@5": 0.53187, "Recall@1": 0.06789, "Recall@10": 0.33948, "Recall@100": 0.42194, "Recall@3": 0.18392, "Recall@5": 0.23658}, "legal_search_2007": {"MAP@1": 0.02631, "MAP@10": 0.12261, "MAP@100": 0.16922, "MAP@3": 0.05393, "MAP@5": 0.07986, "MRR@1": 0.52, "MRR@10": 0.63555, "MRR@100": 0.63933, "MRR@3": 0.62333, "MRR@5": 0.62733, "NDCG@1": 0.52, "NDCG@10": 0.49605, "NDCG@100": 0.29434, "NDCG@3": 0.55349, "NDCG@5": 0.53333, "P@1": 0.52, "P@10": 0.462, "P@100": 0.074, "P@3": 0.56, "P@5": 0.52, "Recall@1": 0.02631, "Recall@10": 0.15828, "Recall@100": 0.2412, "Recall@3": 0.06051, "Recall@5": 0.09545}, "ria-news": {"MAP@1": 0.7408, "MAP@10": 0.77558, "MAP@100": 0.77566, "MAP@3": 0.773, "MAP@5": 0.77493, "MRR@1": 0.7408, "MRR@10": 0.77558, "MRR@100": 0.77566, "MRR@3": 0.773, "MRR@5": 0.77493, "NDCG@1": 0.7408, "NDCG@10": 0.78724, "NDCG@100": 0.78755, "NDCG@3": 0.78234, "NDCG@5": 0.78574, "P@1": 0.7408, "P@10": 0.08216, "P@100": 0.00823, "P@3": 0.26967, "P@5": 0.16342, "Recall@1": 0.7408, "Recall@10": 0.8216, "Recall@100": 0.8228, "Recall@3": 0.809, "Recall@5": 0.8171}, "ru-facts": {"MAP@1": 0.82062, "MAP@10": 0.90309, "MAP@100": 0.90309, "MAP@3": 0.90109, "MAP@5": 0.90309, "MRR@1": 0.84337, "MRR@10": 0.91515, "MRR@100": 0.91515, "MRR@3": 0.91343, "MRR@5": 0.91515, "NDCG@1": 0.82062, "NDCG@10": 0.92765, "NDCG@100": 0.92765, "NDCG@3": 0.924, "NDCG@5": 0.92765, "P@1": 0.82062, "P@10": 0.09982, "P@100": 0.00998, "P@3": 0.32976, "P@5": 0.19964, "Recall@1": 0.82062, "Recall@10": 0.99822, "Recall@100": 0.99822, "Recall@3": 0.98929, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.38209, "MAP@10": 0.5167, "MAP@100": 0.51697, "MAP@3": 0.49048, "MAP@5": 0.50947, "MRR@1": 0.55201, "MRR@10": 0.62037, "MRR@100": 0.62041, "MRR@3": 0.61288, "MRR@5": 0.61891, "NDCG@1": 0.55083, "NDCG@10": 0.56929, "NDCG@100": 0.56976, "NDCG@3": 0.5414, "NDCG@5": 0.55912, "P@1": 0.55083, "P@10": 0.10408, "P@100": 0.01044, "P@3": 0.29157, "P@5": 0.19551, "Recall@1": 0.38209, "Recall@10": 0.61759, "Recall@100": 0.61897, "Recall@3": 0.54844, "Recall@5": 0.59433}, "rus-arguana": {"MAP@1": 0.50498, "MAP@10": 0.62087, "MAP@100": 0.6214, "MAP@3": 0.59839, "MAP@5": 0.61396, "MRR@1": 0.51067, "MRR@10": 0.62298, "MRR@100": 0.6235, "MRR@3": 0.60088, "MRR@5": 0.6162, "NDCG@1": 0.50498, "NDCG@10": 0.67156, "NDCG@100": 0.67327, "NDCG@3": 0.62782, "NDCG@5": 0.65546, "P@1": 0.50498, "P@10": 0.08272, "P@100": 0.00834, "P@3": 0.23755, "P@5": 0.15576, "Recall@1": 0.50498, "Recall@10": 0.82717, "Recall@100": 0.83357, "Recall@3": 0.71266, "Recall@5": 0.77881}, "rus-cqadupstack": {"MAP@1": 0.20253, "MAP@10": 0.26407, "MAP@100": 0.265, "MAP@3": 0.25056, "MAP@5": 0.25928, "MRR@1": 0.24138, "MRR@10": 0.30037, "MRR@100": 0.30107, "MRR@3": 0.28883, "MRR@5": 0.2964, "NDCG@1": 0.24138, "NDCG@10": 0.29684, "NDCG@100": 0.29889, "NDCG@3": 0.27648, "NDCG@5": 0.28791, "P@1": 0.24138, "P@10": 0.0479, "P@100": 0.00495, "P@3": 0.12621, "P@5": 0.08598, "Recall@1": 0.20253, "Recall@10": 0.35778, "Recall@100": 0.36717, "Recall@3": 0.29894, "Recall@5": 0.33002}, "rus-fiqa": {"MAP@1": 0.20241, "MAP@10": 0.26452, "MAP@100": 0.2658, "MAP@3": 0.24774, "MAP@5": 0.26011, "MRR@1": 0.348, "MRR@10": 0.39791, "MRR@100": 0.39848, "MRR@3": 0.38867, "MRR@5": 0.39477, "NDCG@1": 0.348, "NDCG@10": 0.31142, "NDCG@100": 0.31374, "NDCG@3": 0.30692, "NDCG@5": 0.30858, "P@1": 0.348, "P@10": 0.0692, "P@100": 0.00722, "P@3": 0.18067, "P@5": 0.1268, "Recall@1": 0.20241, "Recall@10": 0.32273, "Recall@100": 0.33189, "Recall@3": 0.27502, "Recall@5": 0.30425}, "rus-miracl": {"MAP@1": 0.23344, "MAP@10": 0.31421, "MAP@100": 0.31443, "MAP@3": 0.2965, "MAP@5": 0.30906, "MRR@1": 0.48323, "MRR@10": 0.50909, "MRR@100": 0.50916, "MRR@3": 0.50652, "MRR@5": 0.50884, "NDCG@1": 0.48323, "NDCG@10": 0.36567, "NDCG@100": 0.36603, "NDCG@3": 0.38669, "NDCG@5": 0.37095, "P@1": 0.48323, "P@10": 0.09185, "P@100": 0.00924, "P@3": 0.25293, "P@5": 0.17188, "Recall@1": 0.23344, "Recall@10": 0.33938, "Recall@100": 0.34023, "Recall@3": 0.31081, "Recall@5": 0.3307}, "rus-mmarco": {"MAP@1": 0.13718, "MAP@10": 0.19623, "MAP@100": 0.19692, "MAP@3": 0.18245, "MAP@5": 0.19189, "MRR@1": 0.14054, "MRR@10": 0.20028, "MRR@100": 0.20097, "MRR@3": 0.18677, "MRR@5": 0.19606, "NDCG@1": 0.14069, "NDCG@10": 0.22522, "NDCG@100": 0.22756, "NDCG@3": 0.19822, "NDCG@5": 0.21499, "P@1": 0.14069, "P@10": 0.03244, "P@100": 0.00334, "P@3": 0.08305, "P@5": 0.05828, "Recall@1": 0.13718, "Recall@10": 0.31052, "Recall@100": 0.31931, "Recall@3": 0.23948, "Recall@5": 0.27957}, "rus-nfcorpus": {"MAP@1": 0.06685, "MAP@10": 0.13405, "MAP@100": 0.142, "MAP@3": 0.10454, "MAP@5": 0.11845, "MRR@1": 0.49845, "MRR@10": 0.56743, "MRR@100": 0.56872, "MRR@3": 0.54954, "MRR@5": 0.56192, "NDCG@1": 0.48297, "NDCG@10": 0.34626, "NDCG@100": 0.24096, "NDCG@3": 0.42183, "NDCG@5": 0.39129, "P@1": 0.49536, "P@10": 0.23839, "P@100": 0.03133, "P@3": 0.38906, "P@5": 0.32693, "Recall@1": 0.06685, "Recall@10": 0.16414, "Recall@100": 0.18063, "Recall@3": 0.11333, "Recall@5": 0.13592}, "rus-quora": {"MAP@1": 0.51844, "MAP@10": 0.63626, "MAP@100": 0.63746, "MAP@3": 0.61446, "MAP@5": 0.6291, "MRR@1": 0.5958, "MRR@10": 0.67705, "MRR@100": 0.67751, "MRR@3": 0.6653, "MRR@5": 0.67349, "NDCG@1": 0.5954, "NDCG@10": 0.67922, "NDCG@100": 0.68134, "NDCG@3": 0.65416, "NDCG@5": 0.66931, "P@1": 0.5954, "P@10": 0.10226, "P@100": 0.01045, "P@3": 0.28887, "P@5": 0.1908, "Recall@1": 0.51844, "Recall@10": 0.7602, "Recall@100": 0.76835, "Recall@3": 0.68719, "Recall@5": 0.72923}, "rus-scidocs": {"MAP@1": 0.0429, "MAP@10": 0.09852, "MAP@100": 0.1027, "MAP@3": 0.07428, "MAP@5": 0.08739, "MRR@1": 0.212, "MRR@10": 0.30466, "MRR@100": 0.30811, "MRR@3": 0.28183, "MRR@5": 0.29668, "NDCG@1": 0.212, "NDCG@10": 0.16571, "NDCG@100": 0.17693, "NDCG@3": 0.16819, "NDCG@5": 0.14397, "P@1": 0.212, "P@10": 0.0813, "P@100": 0.00938, "P@3": 0.155, "P@5": 0.1234, "Recall@1": 0.0429, "Recall@10": 0.16507, "Recall@100": 0.19045, "Recall@3": 0.0944, "Recall@5": 0.12528}, "rus-scifact": {"MAP@1": 0.63261, "MAP@10": 0.70712, "MAP@100": 0.7077, "MAP@3": 0.68806, "MAP@5": 0.70208, "MRR@1": 0.66333, "MRR@10": 0.71833, "MRR@100": 0.71891, "MRR@3": 0.705, "MRR@5": 0.714, "NDCG@1": 0.66333, "NDCG@10": 0.73965, "NDCG@100": 0.74148, "NDCG@3": 0.71005, "NDCG@5": 0.72818, "P@1": 0.66333, "P@10": 0.09333, "P@100": 0.0094, "P@3": 0.27333, "P@5": 0.178, "Recall@1": 0.63261, "Recall@10": 0.82722, "Recall@100": 0.83389, "Recall@3": 0.74772, "Recall@5": 0.79322}, "rus-touche": {"MAP@1": 0.03493, "MAP@10": 0.13194, "MAP@100": 0.15291, "MAP@3": 0.07506, "MAP@5": 0.09875, "MRR@1": 0.46939, "MRR@10": 0.63013, "MRR@100": 0.63198, "MRR@3": 0.59864, "MRR@5": 0.62211, "NDCG@1": 0.44898, "NDCG@10": 0.3291, "NDCG@100": 0.30738, "NDCG@3": 0.37882, "NDCG@5": 0.35339, "P@1": 0.46939, "P@10": 0.28776, "P@100": 0.03918, "P@3": 0.39456, "P@5": 0.35102, "Recall@1": 0.03493, "Recall@10": 0.20145, "Recall@100": 0.26441, "Recall@3": 0.08862, "Recall@5": 0.12665}, "rus-trec-covid": {"MAP@1": 0.00243, "MAP@10": 0.01838, "MAP@100": 0.02691, "MAP@3": 0.00685, "MAP@5": 0.0109, "MRR@1": 0.88, "MRR@10": 0.92167, "MRR@100": 0.92167, "MRR@3": 0.91667, "MRR@5": 0.92167, "NDCG@1": 0.83, "NDCG@10": 0.69298, "NDCG@100": 0.1918, "NDCG@3": 0.79346, "NDCG@5": 0.76859, "P@1": 0.88, "P@10": 0.722, "P@100": 0.1116, "P@3": 0.84, "P@5": 0.812, "Recall@1": 0.00243, "Recall@10": 0.01938, "Recall@100": 0.02932, "Recall@3": 0.007, "Recall@5": 0.01121}, "rus-tydiqa": {"MAP@1": 0.37306, "MAP@10": 0.46695, "MAP@100": 0.46713, "MAP@3": 0.4553, "MAP@5": 0.46514, "MRR@1": 0.40792, "MRR@10": 0.49679, "MRR@100": 0.49687, "MRR@3": 0.48953, "MRR@5": 0.49495, "NDCG@1": 0.40275, "NDCG@10": 0.50451, "NDCG@100": 0.50488, "NDCG@3": 0.48553, "NDCG@5": 0.50062, "P@1": 0.40275, "P@10": 0.06627, "P@100": 0.00665, "P@3": 0.2008, "P@5": 0.12943, "Recall@1": 0.37306, "Recall@10": 0.58764, "Recall@100": 0.58864, "Recall@3": 0.54303, "Recall@5": 0.57659}, "rus-xquad": {"MAP@1": 0.98319, "MAP@10": 0.98852, "MAP@100": 0.98852, "MAP@3": 0.98852, "MAP@5": 0.98852, "MRR@1": 0.98319, "MRR@10": 0.98852, "MRR@100": 0.98852, "MRR@3": 0.98852, "MRR@5": 0.98852, "NDCG@1": 0.98319, "NDCG@10": 0.98998, "NDCG@100": 0.98998, "NDCG@3": 0.98998, "NDCG@5": 0.98998, "P@1": 0.98319, "P@10": 0.09941, "P@100": 0.00994, "P@3": 0.33137, "P@5": 0.19882, "Recall@1": 0.98319, "Recall@10": 0.99412, "Recall@100": 0.99412, "Recall@3": 0.99412, "Recall@5": 0.99412}, "rus-xquad-sentences": {"MAP@1": 0.88445, "MAP@10": 0.90843, "MAP@100": 0.9085, "MAP@3": 0.90658, "MAP@5": 0.90843, "MRR@1": 0.88487, "MRR@10": 0.90885, "MRR@100": 0.90892, "MRR@3": 0.907, "MRR@5": 0.90885, "NDCG@1": 0.88487, "NDCG@10": 0.91636, "NDCG@100": 0.91658, "NDCG@3": 0.91314, "NDCG@5": 0.91636, "P@1": 0.88487, "P@10": 0.09395, "P@100": 0.0094, "P@3": 0.31064, "P@5": 0.1879, "Recall@1": 0.88445, "Recall@10": 0.93908, "Recall@100": 0.93992, "Recall@3": 0.93151, "Recall@5": 0.93908}, "ruscibench-retrieval": {"MAP@1": 0.24978, "MAP@10": 0.39811, "MAP@100": 0.40062, "MAP@3": 0.34793, "MAP@5": 0.38135, "MRR@1": 0.72754, "MRR@10": 0.76192, "MRR@100": 0.76216, "MRR@3": 0.75845, "MRR@5": 0.76034, "NDCG@1": 0.72754, "NDCG@10": 0.49477, "NDCG@100": 0.49878, "NDCG@3": 0.56246, "NDCG@5": 0.51507, "P@1": 0.72754, "P@10": 0.17652, "P@100": 0.01812, "P@3": 0.42705, "P@5": 0.31188, "Recall@1": 0.24978, "Recall@10": 0.44046, "Recall@100": 0.44919, "Recall@3": 0.35999, "Recall@5": 0.40827}, "sberquad-retrieval": {"MAP@1": 0.26529, "MAP@10": 0.61535, "MAP@100": 0.61539, "MAP@3": 0.61315, "MAP@5": 0.61514, "MRR@1": 0.47458, "MRR@10": 0.72043, "MRR@100": 0.72048, "MRR@3": 0.71856, "MRR@5": 0.7202, "NDCG@1": 0.26529, "NDCG@10": 0.70903, "NDCG@100": 0.70913, "NDCG@3": 0.70497, "NDCG@5": 0.70847, "P@1": 0.26529, "P@10": 0.09742, "P@100": 0.00975, "P@3": 0.32135, "P@5": 0.19448, "Recall@1": 0.26529, "Recall@10": 0.97419, "Recall@100": 0.97458, "Recall@3": 0.96406, "Recall@5": 0.9724}, "wikifacts-articles": {"MAP@1": 0.61598, "MAP@10": 0.78422, "MAP@100": 0.7853, "MAP@3": 0.7547, "MAP@5": 0.77517, "MRR@1": 0.78157, "MRR@10": 0.85851, "MRR@100": 0.8586, "MRR@3": 0.85508, "MRR@5": 0.8578, "NDCG@1": 0.77345, "NDCG@10": 0.8314, "NDCG@100": 0.83344, "NDCG@3": 0.80162, "NDCG@5": 0.82003, "P@1": 0.78175, "P@10": 0.13482, "P@100": 0.01365, "P@3": 0.3899, "P@5": 0.25489, "Recall@1": 0.61598, "Recall@10": 0.88975, "Recall@100": 0.89562, "Recall@3": 0.81938, "Recall@5": 0.86285}, "wikifacts-para": {"MAP@1": 0.33038, "MAP@10": 0.46722, "MAP@100": 0.46929, "MAP@3": 0.43809, "MAP@5": 0.45738, "MRR@1": 0.50635, "MRR@10": 0.60814, "MRR@100": 0.60852, "MRR@3": 0.59715, "MRR@5": 0.60517, "NDCG@1": 0.49853, "NDCG@10": 0.53738, "NDCG@100": 0.54169, "NDCG@3": 0.51056, "NDCG@5": 0.52437, "P@1": 0.50653, "P@10": 0.11005, "P@100": 0.01138, "P@3": 0.29192, "P@5": 0.20004, "Recall@1": 0.33038, "Recall@10": 0.59066, "Recall@100": 0.60293, "Recall@3": 0.5066, "Recall@5": 0.5545}, "wikifacts-sents": {"MAP@1": 0.09755, "MAP@10": 0.13913, "MAP@100": 0.1399, "MAP@3": 0.13068, "MAP@5": 0.13602, "MRR@1": 0.18068, "MRR@10": 0.23039, "MRR@100": 0.23107, "MRR@3": 0.22222, "MRR@5": 0.22742, "NDCG@1": 0.16052, "NDCG@10": 0.17311, "NDCG@100": 0.17524, "NDCG@3": 0.16578, "NDCG@5": 0.16847, "P@1": 0.16585, "P@10": 0.03946, "P@100": 0.00415, "P@3": 0.10147, "P@5": 0.06992, "Recall@1": 0.09755, "Recall@10": 0.18853, "Recall@100": 0.19479, "Recall@3": 0.15802, "Recall@5": 0.17398}, "wikifacts-window_2": {"MAP@1": 0.0882, "MAP@10": 0.19221, "MAP@100": 0.19471, "MAP@3": 0.16249, "MAP@5": 0.18211, "MRR@1": 0.31421, "MRR@10": 0.39902, "MRR@100": 0.39978, "MRR@3": 0.3854, "MRR@5": 0.39404, "NDCG@1": 0.30519, "NDCG@10": 0.26541, "NDCG@100": 0.26744, "NDCG@3": 0.27318, "NDCG@5": 0.26625, "P@1": 0.31148, "P@10": 0.10577, "P@100": 0.01131, "P@3": 0.23418, "P@5": 0.17785, "Recall@1": 0.0882, "Recall@10": 0.25979, "Recall@100": 0.2716, "Recall@3": 0.19008, "Recall@5": 0.22939}, "wikifacts-window_3": {"MAP@1": 0.07059, "MAP@10": 0.21474, "MAP@100": 0.22074, "MAP@3": 0.16504, "MAP@5": 0.19366, "MRR@1": 0.36734, "MRR@10": 0.44526, "MRR@100": 0.44631, "MRR@3": 0.42841, "MRR@5": 0.43988, "NDCG@1": 0.35779, "NDCG@10": 0.30471, "NDCG@100": 0.30446, "NDCG@3": 0.32505, "NDCG@5": 0.31557, "P@1": 0.36479, "P@10": 0.16341, "P@100": 0.01812, "P@3": 0.32157, "P@5": 0.25688, "Recall@1": 0.07059, "Recall@10": 0.27901, "Recall@100": 0.29982, "Recall@3": 0.18323, "Recall@5": 0.23243}, "wikifacts-window_4": {"MAP@1": 0.05823, "MAP@10": 0.22592, "MAP@100": 0.2354, "MAP@3": 0.14792, "MAP@5": 0.19293, "MRR@1": 0.40345, "MRR@10": 0.47446, "MRR@100": 0.47578, "MRR@3": 0.45749, "MRR@5": 0.46846, "NDCG@1": 0.39337, "NDCG@10": 0.33268, "NDCG@100": 0.32411, "NDCG@3": 0.36921, "NDCG@5": 0.34799, "P@1": 0.40182, "P@10": 0.21609, "P@100": 0.0245, "P@3": 0.36894, "P@5": 0.3156, "Recall@1": 0.05823, "Recall@10": 0.28549, "Recall@100": 0.31236, "Recall@3": 0.16, "Recall@5": 0.22216}, "wikifacts-window_5": {"MAP@1": 0.04951, "MAP@10": 0.22965, "MAP@100": 0.24406, "MAP@3": 0.12992, "MAP@5": 0.18879, "MRR@1": 0.42339, "MRR@10": 0.49362, "MRR@100": 0.49512, "MRR@3": 0.47685, "MRR@5": 0.48555, "NDCG@1": 0.41442, "NDCG@10": 0.35262, "NDCG@100": 0.3356, "NDCG@3": 0.3958, "NDCG@5": 0.37121, "P@1": 0.42303, "P@10": 0.2618, "P@100": 0.03071, "P@3": 0.39819, "P@5": 0.3645, "Recall@1": 0.04951, "Recall@10": 0.28308, "Recall@100": 0.31823, "Recall@3": 0.13915, "Recall@5": 0.21059}, "wikifacts-window_6": {"MAP@1": 0.04424, "MAP@10": 0.23095, "MAP@100": 0.25216, "MAP@3": 0.11771, "MAP@5": 0.17634, "MRR@1": 0.44584, "MRR@10": 0.51352, "MRR@100": 0.51541, "MRR@3": 0.4971, "MRR@5": 0.50533, "NDCG@1": 0.43719, "NDCG@10": 0.37385, "NDCG@100": 0.34675, "NDCG@3": 0.41927, "NDCG@5": 0.39928, "P@1": 0.44638, "P@10": 0.2984, "P@100": 0.03644, "P@3": 0.4217, "P@5": 0.39485, "Recall@1": 0.04424, "Recall@10": 0.27823, "Recall@100": 0.32417, "Recall@3": 0.12523, "Recall@5": 0.19399}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "Snowflake__snowflake-arctic-embed-l-v2.0", "date": "2026-07-29", "hardware": "cuda:0", "model_id": "Snowflake__snowflake-arctic-embed-l-v2.0+Qwen/Qwen3-Reranker-0.6B", "model_name": "snowflake-arctic+Qwen3-Reranker-0.6B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 211804.86, "scores": {"average": {"MAP@1": 0.29414, "MAP@10": 0.42249, "MAP@100": 0.43305, "MAP@3": 0.37873, "MAP@5": 0.40177, "MRR@1": 0.51479, "MRR@10": 0.60772, "MRR@100": 0.6098, "MRR@3": 0.58776, "MRR@5": 0.60074, "NDCG@1": 0.49259, "NDCG@10": 0.54295, "NDCG@100": 0.5177, "NDCG@3": 0.52681, "NDCG@5": 0.53403, "P@1": 0.49873, "P@10": 0.18309, "P@100": 0.02473, "P@3": 0.32457, "P@5": 0.25814, "Recall@1": 0.29414, "Recall@10": 0.55237, "Recall@100": 0.59093, "Recall@3": 0.43928, "Recall@5": 0.49201}, "datasets": {"legal_search_2004": {"MAP@1": 0.06297, "MAP@10": 0.222, "MAP@100": 0.2582, "MAP@3": 0.13134, "MAP@5": 0.166, "MRR@1": 0.53846, "MRR@10": 0.62152, "MRR@100": 0.62272, "MRR@3": 0.61172, "MRR@5": 0.61832, "NDCG@1": 0.53846, "NDCG@10": 0.4937, "NDCG@100": 0.37035, "NDCG@3": 0.53051, "NDCG@5": 0.5222, "P@1": 0.53846, "P@10": 0.3967, "P@100": 0.05637, "P@3": 0.50916, "P@5": 0.47692, "Recall@1": 0.06297, "Recall@10": 0.28042, "Recall@100": 0.33343, "Recall@3": 0.14455, "Recall@5": 0.19348}, "legal_search_2007": {"MAP@1": 0.03205, "MAP@10": 0.10185, "MAP@100": 0.14981, "MAP@3": 0.05009, "MAP@5": 0.06786, "MRR@1": 0.48, "MRR@10": 0.57086, "MRR@100": 0.57268, "MRR@3": 0.54, "MRR@5": 0.568, "NDCG@1": 0.48, "NDCG@10": 0.4056, "NDCG@100": 0.26187, "NDCG@3": 0.42143, "NDCG@5": 0.42778, "P@1": 0.48, "P@10": 0.376, "P@100": 0.0668, "P@3": 0.40667, "P@5": 0.416, "Recall@1": 0.03205, "Recall@10": 0.12944, "Recall@100": 0.21038, "Recall@3": 0.05483, "Recall@5": 0.08069}, "ria-news": {"MAP@1": 0.7199, "MAP@10": 0.79815, "MAP@100": 0.79885, "MAP@3": 0.78823, "MAP@5": 0.79503, "MRR@1": 0.7199, "MRR@10": 0.79815, "MRR@100": 0.79885, "MRR@3": 0.78823, "MRR@5": 0.79503, "NDCG@1": 0.7199, "NDCG@10": 0.82876, "NDCG@100": 0.83131, "NDCG@3": 0.80916, "NDCG@5": 0.82136, "P@1": 0.7199, "P@10": 0.09214, "P@100": 0.00931, "P@3": 0.28977, "P@5": 0.17976, "Recall@1": 0.7199, "Recall@10": 0.9214, "Recall@100": 0.9314, "Recall@3": 0.8693, "Recall@5": 0.8988}, "ru-facts": {"MAP@1": 0.82151, "MAP@10": 0.90415, "MAP@100": 0.90415, "MAP@3": 0.90228, "MAP@5": 0.90373, "MRR@1": 0.82552, "MRR@10": 0.90627, "MRR@100": 0.90627, "MRR@3": 0.90436, "MRR@5": 0.90592, "NDCG@1": 0.82151, "NDCG@10": 0.92886, "NDCG@100": 0.92886, "NDCG@3": 0.92534, "NDCG@5": 0.92793, "P@1": 0.82151, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33036, "P@5": 0.19946, "Recall@1": 0.82151, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99108, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.43709, "MAP@10": 0.64557, "MAP@100": 0.65108, "MAP@3": 0.58689, "MAP@5": 0.62526, "MRR@1": 0.62175, "MRR@10": 0.73001, "MRR@100": 0.73213, "MRR@3": 0.71119, "MRR@5": 0.72328, "NDCG@1": 0.61998, "NDCG@10": 0.72235, "NDCG@100": 0.73558, "NDCG@3": 0.64738, "NDCG@5": 0.68915, "P@1": 0.61998, "P@10": 0.14173, "P@100": 0.01492, "P@3": 0.34988, "P@5": 0.24965, "Recall@1": 0.43709, "Recall@10": 0.85855, "Recall@100": 0.90234, "Recall@3": 0.67919, "Recall@5": 0.77331}, "rus-arguana": {"MAP@1": 0.36131, "MAP@10": 0.52751, "MAP@100": 0.53042, "MAP@3": 0.48435, "MAP@5": 0.51188, "MRR@1": 0.3606, "MRR@10": 0.52725, "MRR@100": 0.53009, "MRR@3": 0.484, "MRR@5": 0.51156, "NDCG@1": 0.36131, "NDCG@10": 0.61103, "NDCG@100": 0.62056, "NDCG@3": 0.52436, "NDCG@5": 0.57377, "P@1": 0.36131, "P@10": 0.08734, "P@100": 0.00909, "P@3": 0.21337, "P@5": 0.15192, "Recall@1": 0.36131, "Recall@10": 0.8734, "Recall@100": 0.90896, "Recall@3": 0.64011, "Recall@5": 0.7596}, "rus-cqadupstack": {"MAP@1": 0.24463, "MAP@10": 0.33277, "MAP@100": 0.33752, "MAP@3": 0.30509, "MAP@5": 0.32094, "MRR@1": 0.29114, "MRR@10": 0.37275, "MRR@100": 0.3763, "MRR@3": 0.34928, "MRR@5": 0.36305, "NDCG@1": 0.29114, "NDCG@10": 0.38409, "NDCG@100": 0.39736, "NDCG@3": 0.33759, "NDCG@5": 0.36027, "P@1": 0.29114, "P@10": 0.068, "P@100": 0.00772, "P@3": 0.15656, "P@5": 0.11213, "Recall@1": 0.24463, "Recall@10": 0.49607, "Recall@100": 0.54545, "Recall@3": 0.36712, "Recall@5": 0.42518}, "rus-fiqa": {"MAP@1": 0.17838, "MAP@10": 0.30121, "MAP@100": 0.30965, "MAP@3": 0.25921, "MAP@5": 0.28199, "MRR@1": 0.338, "MRR@10": 0.43706, "MRR@100": 0.44114, "MRR@3": 0.41067, "MRR@5": 0.42847, "NDCG@1": 0.338, "NDCG@10": 0.37883, "NDCG@100": 0.39985, "NDCG@3": 0.33536, "NDCG@5": 0.35182, "P@1": 0.338, "P@10": 0.104, "P@100": 0.0123, "P@3": 0.218, "P@5": 0.1636, "Recall@1": 0.17838, "Recall@10": 0.46603, "Recall@100": 0.53122, "Recall@3": 0.31659, "Recall@5": 0.38456}, "rus-miracl": {"MAP@1": 0.33776, "MAP@10": 0.60775, "MAP@100": 0.61866, "MAP@3": 0.51141, "MAP@5": 0.56416, "MRR@1": 0.65895, "MRR@10": 0.77352, "MRR@100": 0.77417, "MRR@3": 0.75586, "MRR@5": 0.7682, "NDCG@1": 0.65895, "NDCG@10": 0.70953, "NDCG@100": 0.72642, "NDCG@3": 0.64388, "NDCG@5": 0.66629, "P@1": 0.65895, "P@10": 0.2111, "P@100": 0.02292, "P@3": 0.4393, "P@5": 0.33323, "Recall@1": 0.33776, "Recall@10": 0.81518, "Recall@100": 0.85647, "Recall@3": 0.59144, "Recall@5": 0.69729}, "rus-mmarco": {"MAP@1": 0.15599, "MAP@10": 0.26155, "MAP@100": 0.26846, "MAP@3": 0.22561, "MAP@5": 0.24624, "MRR@1": 0.16074, "MRR@10": 0.26651, "MRR@100": 0.27326, "MRR@3": 0.23099, "MRR@5": 0.25146, "NDCG@1": 0.16074, "NDCG@10": 0.3235, "NDCG@100": 0.34782, "NDCG@3": 0.24999, "NDCG@5": 0.28692, "P@1": 0.16074, "P@10": 0.05397, "P@100": 0.0064, "P@3": 0.10907, "P@5": 0.08418, "Recall@1": 0.15599, "Recall@10": 0.51552, "Recall@100": 0.60931, "Recall@3": 0.31534, "Recall@5": 0.40415}, "rus-nfcorpus": {"MAP@1": 0.0581, "MAP@10": 0.12621, "MAP@100": 0.1359, "MAP@3": 0.09507, "MAP@5": 0.10996, "MRR@1": 0.44582, "MRR@10": 0.52899, "MRR@100": 0.53145, "MRR@3": 0.51084, "MRR@5": 0.52167, "NDCG@1": 0.43498, "NDCG@10": 0.33575, "NDCG@100": 0.23635, "NDCG@3": 0.39125, "NDCG@5": 0.37034, "P@1": 0.44582, "P@10": 0.24365, "P@100": 0.033, "P@3": 0.36636, "P@5": 0.31703, "Recall@1": 0.0581, "Recall@10": 0.1597, "Recall@100": 0.18383, "Recall@3": 0.10749, "Recall@5": 0.13244}, "rus-quora": {"MAP@1": 0.56954, "MAP@10": 0.71719, "MAP@100": 0.72336, "MAP@3": 0.68027, "MAP@5": 0.70218, "MRR@1": 0.6548, "MRR@10": 0.7504, "MRR@100": 0.75258, "MRR@3": 0.73097, "MRR@5": 0.74369, "NDCG@1": 0.654, "NDCG@10": 0.77251, "NDCG@100": 0.78577, "NDCG@3": 0.72388, "NDCG@5": 0.74885, "P@1": 0.654, "P@10": 0.12324, "P@100": 0.01341, "P@3": 0.32167, "P@5": 0.21756, "Recall@1": 0.56954, "Recall@10": 0.89679, "Recall@100": 0.94066, "Recall@3": 0.76643, "Recall@5": 0.83044}, "rus-scidocs": {"MAP@1": 0.0443, "MAP@10": 0.1074, "MAP@100": 0.1141, "MAP@3": 0.07695, "MAP@5": 0.09163, "MRR@1": 0.219, "MRR@10": 0.32248, "MRR@100": 0.32694, "MRR@3": 0.29083, "MRR@5": 0.30868, "NDCG@1": 0.219, "NDCG@10": 0.18352, "NDCG@100": 0.20149, "NDCG@3": 0.1742, "NDCG@5": 0.15184, "P@1": 0.219, "P@10": 0.0946, "P@100": 0.01147, "P@3": 0.16033, "P@5": 0.1318, "Recall@1": 0.0443, "Recall@10": 0.19183, "Recall@100": 0.23338, "Recall@3": 0.09735, "Recall@5": 0.1336}, "rus-scifact": {"MAP@1": 0.60178, "MAP@10": 0.68241, "MAP@100": 0.68397, "MAP@3": 0.65882, "MAP@5": 0.67206, "MRR@1": 0.62667, "MRR@10": 0.6914, "MRR@100": 0.69254, "MRR@3": 0.67556, "MRR@5": 0.68456, "NDCG@1": 0.62667, "NDCG@10": 0.71872, "NDCG@100": 0.72372, "NDCG@3": 0.68077, "NDCG@5": 0.6983, "P@1": 0.62667, "P@10": 0.093, "P@100": 0.00953, "P@3": 0.26222, "P@5": 0.17, "Recall@1": 0.60178, "Recall@10": 0.81856, "Recall@100": 0.83756, "Recall@3": 0.71628, "Recall@5": 0.76167}, "rus-touche": {"MAP@1": 0.01533, "MAP@10": 0.083, "MAP@100": 0.10689, "MAP@3": 0.04115, "MAP@5": 0.0541, "MRR@1": 0.22449, "MRR@10": 0.42156, "MRR@100": 0.42876, "MRR@3": 0.35374, "MRR@5": 0.3966, "NDCG@1": 0.20408, "NDCG@10": 0.23645, "NDCG@100": 0.2479, "NDCG@3": 0.23732, "NDCG@5": 0.23467, "P@1": 0.22449, "P@10": 0.22653, "P@100": 0.03531, "P@3": 0.2517, "P@5": 0.2449, "Recall@1": 0.01533, "Recall@10": 0.16099, "Recall@100": 0.24019, "Recall@3": 0.05621, "Recall@5": 0.08827}, "rus-trec-covid": {"MAP@1": 0.0026, "MAP@10": 0.02257, "MAP@100": 0.0396, "MAP@3": 0.00758, "MAP@5": 0.01213, "MRR@1": 0.98, "MRR@10": 0.99, "MRR@100": 0.99, "MRR@3": 0.99, "MRR@5": 0.99, "NDCG@1": 0.9, "NDCG@10": 0.85133, "NDCG@100": 0.26985, "NDCG@3": 0.90235, "NDCG@5": 0.88288, "P@1": 0.98, "P@10": 0.89, "P@100": 0.1652, "P@3": 0.95333, "P@5": 0.924, "Recall@1": 0.0026, "Recall@10": 0.02333, "Recall@100": 0.04207, "Recall@3": 0.00762, "Recall@5": 0.01232}, "rus-tydiqa": {"MAP@1": 0.38267, "MAP@10": 0.53426, "MAP@100": 0.53762, "MAP@3": 0.49792, "MAP@5": 0.5216, "MRR@1": 0.41222, "MRR@10": 0.55639, "MRR@100": 0.55892, "MRR@3": 0.52725, "MRR@5": 0.54735, "NDCG@1": 0.41222, "NDCG@10": 0.60455, "NDCG@100": 0.61461, "NDCG@3": 0.53917, "NDCG@5": 0.57798, "P@1": 0.41222, "P@10": 0.09062, "P@100": 0.00955, "P@3": 0.23264, "P@5": 0.16145, "Recall@1": 0.38267, "Recall@10": 0.79289, "Recall@100": 0.82917, "Recall@3": 0.62808, "Recall@5": 0.71744}, "rus-xquad": {"MAP@1": 0.96975, "MAP@10": 0.98063, "MAP@100": 0.98063, "MAP@3": 0.98025, "MAP@5": 0.98063, "MRR@1": 0.96975, "MRR@10": 0.98063, "MRR@100": 0.98063, "MRR@3": 0.98025, "MRR@5": 0.98063, "NDCG@1": 0.96975, "NDCG@10": 0.98389, "NDCG@100": 0.98389, "NDCG@3": 0.9832, "NDCG@5": 0.98389, "P@1": 0.96975, "P@10": 0.09933, "P@100": 0.00993, "P@3": 0.33053, "P@5": 0.19866, "Recall@1": 0.96975, "Recall@10": 0.99328, "Recall@100": 0.99328, "Recall@3": 0.9916, "Recall@5": 0.99328}, "rus-xquad-sentences": {"MAP@1": 0.83613, "MAP@10": 0.88873, "MAP@100": 0.88902, "MAP@3": 0.88018, "MAP@5": 0.8864, "MRR@1": 0.83613, "MRR@10": 0.8888, "MRR@100": 0.88909, "MRR@3": 0.88039, "MRR@5": 0.88661, "NDCG@1": 0.83613, "NDCG@10": 0.91005, "NDCG@100": 0.91112, "NDCG@3": 0.89351, "NDCG@5": 0.90465, "P@1": 0.83613, "P@10": 0.09756, "P@100": 0.0098, "P@3": 0.31064, "P@5": 0.19176, "Recall@1": 0.83613, "Recall@10": 0.97479, "Recall@100": 0.97899, "Recall@3": 0.93151, "Recall@5": 0.9584}, "ruscibench-retrieval": {"MAP@1": 0.2776, "MAP@10": 0.53126, "MAP@100": 0.55039, "MAP@3": 0.41028, "MAP@5": 0.47525, "MRR@1": 0.77391, "MRR@10": 0.84683, "MRR@100": 0.84683, "MRR@3": 0.83671, "MRR@5": 0.84338, "NDCG@1": 0.77391, "NDCG@10": 0.65508, "NDCG@100": 0.68256, "NDCG@3": 0.66001, "NDCG@5": 0.63627, "P@1": 0.77391, "P@10": 0.27391, "P@100": 0.03096, "P@3": 0.51884, "P@5": 0.41797, "Recall@1": 0.2776, "Recall@10": 0.66844, "Recall@100": 0.72786, "Recall@3": 0.44441, "Recall@5": 0.54931}, "sberquad-retrieval": {"MAP@1": 0.24662, "MAP@10": 0.58385, "MAP@100": 0.58401, "MAP@3": 0.57906, "MAP@5": 0.58318, "MRR@1": 0.69559, "MRR@10": 0.81075, "MRR@100": 0.81088, "MRR@3": 0.80782, "MRR@5": 0.81015, "NDCG@1": 0.24662, "NDCG@10": 0.6765, "NDCG@100": 0.67707, "NDCG@3": 0.66771, "NDCG@5": 0.67493, "P@1": 0.24662, "P@10": 0.094, "P@100": 0.00942, "P@3": 0.30606, "P@5": 0.18705, "Recall@1": 0.24662, "Recall@10": 0.94003, "Recall@100": 0.94222, "Recall@3": 0.91819, "Recall@5": 0.93527}, "wikifacts-articles": {"MAP@1": 0.52294, "MAP@10": 0.68106, "MAP@100": 0.6823, "MAP@3": 0.65319, "MAP@5": 0.6728, "MRR@1": 0.67792, "MRR@10": 0.75592, "MRR@100": 0.75605, "MRR@3": 0.75079, "MRR@5": 0.75463, "NDCG@1": 0.66828, "NDCG@10": 0.72797, "NDCG@100": 0.73027, "NDCG@3": 0.69871, "NDCG@5": 0.71691, "P@1": 0.67792, "P@10": 0.1213, "P@100": 0.01233, "P@3": 0.34726, "P@5": 0.2288, "Recall@1": 0.52294, "Recall@10": 0.78897, "Recall@100": 0.7954, "Recall@3": 0.71847, "Recall@5": 0.76199}, "wikifacts-para": {"MAP@1": 0.26243, "MAP@10": 0.40517, "MAP@100": 0.40898, "MAP@3": 0.36888, "MAP@5": 0.39087, "MRR@1": 0.41266, "MRR@10": 0.52843, "MRR@100": 0.52948, "MRR@3": 0.51025, "MRR@5": 0.52259, "NDCG@1": 0.40512, "NDCG@10": 0.48002, "NDCG@100": 0.48841, "NDCG@3": 0.43816, "NDCG@5": 0.45823, "P@1": 0.41395, "P@10": 0.10723, "P@100": 0.01144, "P@3": 0.25959, "P@5": 0.18439, "Recall@1": 0.26243, "Recall@10": 0.56506, "Recall@100": 0.59025, "Recall@3": 0.44742, "Recall@5": 0.50677}, "wikifacts-sents": {"MAP@1": 0.09659, "MAP@10": 0.15548, "MAP@100": 0.15834, "MAP@3": 0.13771, "MAP@5": 0.14806, "MRR@1": 0.16332, "MRR@10": 0.2441, "MRR@100": 0.24675, "MRR@3": 0.22551, "MRR@5": 0.23728, "NDCG@1": 0.15681, "NDCG@10": 0.20265, "NDCG@100": 0.21136, "NDCG@3": 0.17722, "NDCG@5": 0.18921, "P@1": 0.1626, "P@10": 0.0522, "P@100": 0.00597, "P@3": 0.11202, "P@5": 0.08417, "Recall@1": 0.09659, "Recall@10": 0.24737, "Recall@100": 0.27375, "Recall@3": 0.17629, "Recall@5": 0.20999}, "wikifacts-window_2": {"MAP@1": 0.08686, "MAP@10": 0.20756, "MAP@100": 0.215, "MAP@3": 0.16388, "MAP@5": 0.18921, "MRR@1": 0.31585, "MRR@10": 0.42043, "MRR@100": 0.42271, "MRR@3": 0.39687, "MRR@5": 0.41283, "NDCG@1": 0.30073, "NDCG@10": 0.29443, "NDCG@100": 0.30695, "NDCG@3": 0.28031, "NDCG@5": 0.28275, "P@1": 0.30801, "P@10": 0.12709, "P@100": 0.0148, "P@3": 0.24396, "P@5": 0.19621, "Recall@1": 0.08686, "Recall@10": 0.3094, "Recall@100": 0.3479, "Recall@3": 0.19774, "Recall@5": 0.25261}, "wikifacts-window_3": {"MAP@1": 0.06619, "MAP@10": 0.21666, "MAP@100": 0.22878, "MAP@3": 0.15495, "MAP@5": 0.18673, "MRR@1": 0.35297, "MRR@10": 0.44819, "MRR@100": 0.45079, "MRR@3": 0.42296, "MRR@5": 0.43913, "NDCG@1": 0.34143, "NDCG@10": 0.31672, "NDCG@100": 0.32732, "NDCG@3": 0.31412, "NDCG@5": 0.31286, "P@1": 0.35006, "P@10": 0.18143, "P@100": 0.02183, "P@3": 0.31248, "P@5": 0.26074, "Recall@1": 0.06619, "Recall@10": 0.30632, "Recall@100": 0.35228, "Recall@3": 0.176, "Recall@5": 0.23342}, "wikifacts-window_4": {"MAP@1": 0.05402, "MAP@10": 0.21541, "MAP@100": 0.2327, "MAP@3": 0.13427, "MAP@5": 0.17715, "MRR@1": 0.37711, "MRR@10": 0.46728, "MRR@100": 0.46981, "MRR@3": 0.4439, "MRR@5": 0.45909, "NDCG@1": 0.36839, "NDCG@10": 0.32852, "NDCG@100": 0.33282, "NDCG@3": 0.34706, "NDCG@5": 0.3327, "P@1": 0.37675, "P@10": 0.22278, "P@100": 0.02757, "P@3": 0.34889, "P@5": 0.30699, "Recall@1": 0.05402, "Recall@10": 0.29105, "Recall@100": 0.3437, "Recall@3": 0.14941, "Recall@5": 0.21268}, "wikifacts-window_5": {"MAP@1": 0.04493, "MAP@10": 0.20798, "MAP@100": 0.23012, "MAP@3": 0.1146, "MAP@5": 0.16349, "MRR@1": 0.38948, "MRR@10": 0.47624, "MRR@100": 0.47874, "MRR@3": 0.454, "MRR@5": 0.46682, "NDCG@1": 0.37869, "NDCG@10": 0.33463, "NDCG@100": 0.33069, "NDCG@3": 0.36213, "NDCG@5": 0.34084, "P@1": 0.38785, "P@10": 0.25723, "P@100": 0.03277, "P@3": 0.36603, "P@5": 0.33704, "Recall@1": 0.04493, "Recall@10": 0.27421, "Recall@100": 0.33223, "Recall@3": 0.12595, "Recall@5": 0.19096}, "wikifacts-window_6": {"MAP@1": 0.04013, "MAP@10": 0.20275, "MAP@100": 0.23007, "MAP@3": 0.10369, "MAP@5": 0.15077, "MRR@1": 0.40628, "MRR@10": 0.49115, "MRR@100": 0.49357, "MRR@3": 0.47021, "MRR@5": 0.48245, "NDCG@1": 0.39839, "NDCG@10": 0.34593, "NDCG@100": 0.33123, "NDCG@3": 0.38155, "NDCG@5": 0.36136, "P@1": 0.40737, "P@10": 0.28307, "P@100": 0.03703, "P@3": 0.38589, "P@5": 0.35874, "Recall@1": 0.04013, "Recall@10": 0.25976, "Recall@100": 0.32325, "Recall@3": 0.11324, "Recall@5": 0.17314}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "Snowflake/snowflake-arctic-embed-l-v2.0", "date": "2026-08-01", "hardware": "cuda:0", "model_id": "Snowflake/snowflake-arctic-embed-l-v2.0+Qwen/Qwen3-Reranker-4B", "model_name": "snowflake-arctic+Qwen3-Reranker-4B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 407094.54, "scores": {"average": {"MAP@1": 0.31624, "MAP@10": 0.44852, "MAP@100": 0.45732, "MAP@3": 0.4052, "MAP@5": 0.42895, "MRR@1": 0.557, "MRR@10": 0.64204, "MRR@100": 0.64348, "MRR@3": 0.62633, "MRR@5": 0.63657, "NDCG@1": 0.53575, "NDCG@10": 0.56935, "NDCG@100": 0.53703, "NDCG@3": 0.56283, "NDCG@5": 0.56661, "P@1": 0.54034, "P@10": 0.19036, "P@100": 0.02473, "P@3": 0.34732, "P@5": 0.27426, "Recall@1": 0.31624, "Recall@10": 0.56275, "Recall@100": 0.59093, "Recall@3": 0.46285, "Recall@5": 0.51255}, "datasets": {"legal_search_2004": {"MAP@1": 0.07366, "MAP@10": 0.23389, "MAP@100": 0.27169, "MAP@3": 0.14671, "MAP@5": 0.1846, "MRR@1": 0.58242, "MRR@10": 0.65696, "MRR@100": 0.65934, "MRR@3": 0.65201, "MRR@5": 0.65696, "NDCG@1": 0.58242, "NDCG@10": 0.50667, "NDCG@100": 0.38262, "NDCG@3": 0.56412, "NDCG@5": 0.55248, "P@1": 0.58242, "P@10": 0.39341, "P@100": 0.05637, "P@3": 0.5348, "P@5": 0.49451, "Recall@1": 0.07366, "Recall@10": 0.27771, "Recall@100": 0.33343, "Recall@3": 0.16329, "Recall@5": 0.21418}, "legal_search_2007": {"MAP@1": 0.03193, "MAP@10": 0.12516, "MAP@100": 0.16375, "MAP@3": 0.05772, "MAP@5": 0.08262, "MRR@1": 0.58, "MRR@10": 0.65186, "MRR@100": 0.65186, "MRR@3": 0.64, "MRR@5": 0.649, "NDCG@1": 0.58, "NDCG@10": 0.48658, "NDCG@100": 0.27635, "NDCG@3": 0.54511, "NDCG@5": 0.53703, "P@1": 0.58, "P@10": 0.444, "P@100": 0.0668, "P@3": 0.53333, "P@5": 0.52, "Recall@1": 0.03193, "Recall@10": 0.14819, "Recall@100": 0.21038, "Recall@3": 0.06262, "Recall@5": 0.09431}, "ria-news": {"MAP@1": 0.7942, "MAP@10": 0.84808, "MAP@100": 0.84839, "MAP@3": 0.84265, "MAP@5": 0.84656, "MRR@1": 0.7942, "MRR@10": 0.84808, "MRR@100": 0.84839, "MRR@3": 0.84265, "MRR@5": 0.84656, "NDCG@1": 0.7942, "NDCG@10": 0.86783, "NDCG@100": 0.86898, "NDCG@3": 0.85727, "NDCG@5": 0.86427, "P@1": 0.7942, "P@10": 0.09269, "P@100": 0.00931, "P@3": 0.29973, "P@5": 0.18322, "Recall@1": 0.7942, "Recall@10": 0.9269, "Recall@100": 0.9314, "Recall@3": 0.8992, "Recall@5": 0.9161}, "ru-facts": {"MAP@1": 0.82731, "MAP@10": 0.90744, "MAP@100": 0.90744, "MAP@3": 0.90555, "MAP@5": 0.90718, "MRR@1": 0.83088, "MRR@10": 0.90945, "MRR@100": 0.90945, "MRR@3": 0.90778, "MRR@5": 0.90918, "NDCG@1": 0.82731, "NDCG@10": 0.93131, "NDCG@100": 0.93131, "NDCG@3": 0.92777, "NDCG@5": 0.93071, "P@1": 0.82731, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33036, "P@5": 0.19964, "Recall@1": 0.82731, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99108, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.50788, "MAP@10": 0.71883, "MAP@100": 0.7204, "MAP@3": 0.66646, "MAP@5": 0.70265, "MRR@1": 0.71099, "MRR@10": 0.79837, "MRR@100": 0.79862, "MRR@3": 0.78408, "MRR@5": 0.79398, "NDCG@1": 0.7104, "NDCG@10": 0.78477, "NDCG@100": 0.78779, "NDCG@3": 0.72299, "NDCG@5": 0.76015, "P@1": 0.7104, "P@10": 0.14704, "P@100": 0.01492, "P@3": 0.38495, "P@5": 0.26773, "Recall@1": 0.50788, "Recall@10": 0.89362, "Recall@100": 0.90234, "Recall@3": 0.74607, "Recall@5": 0.83227}, "rus-arguana": {"MAP@1": 0.4367, "MAP@10": 0.59027, "MAP@100": 0.59223, "MAP@3": 0.55666, "MAP@5": 0.57875, "MRR@1": 0.43741, "MRR@10": 0.59048, "MRR@100": 0.59245, "MRR@3": 0.5569, "MRR@5": 0.57884, "NDCG@1": 0.4367, "NDCG@10": 0.66196, "NDCG@100": 0.66843, "NDCG@3": 0.59496, "NDCG@5": 0.63463, "P@1": 0.4367, "P@10": 0.08848, "P@100": 0.00909, "P@3": 0.23518, "P@5": 0.16031, "Recall@1": 0.4367, "Recall@10": 0.88478, "Recall@100": 0.90896, "Recall@3": 0.70555, "Recall@5": 0.80156}, "rus-cqadupstack": {"MAP@1": 0.24167, "MAP@10": 0.33942, "MAP@100": 0.34299, "MAP@3": 0.3114, "MAP@5": 0.32804, "MRR@1": 0.28589, "MRR@10": 0.37845, "MRR@100": 0.38092, "MRR@3": 0.3548, "MRR@5": 0.36967, "NDCG@1": 0.28589, "NDCG@10": 0.3931, "NDCG@100": 0.40228, "NDCG@3": 0.3465, "NDCG@5": 0.37077, "P@1": 0.28589, "P@10": 0.07005, "P@100": 0.00772, "P@3": 0.1627, "P@5": 0.11709, "Recall@1": 0.24167, "Recall@10": 0.51114, "Recall@100": 0.54545, "Recall@3": 0.38436, "Recall@5": 0.44515}, "rus-fiqa": {"MAP@1": 0.20851, "MAP@10": 0.34279, "MAP@100": 0.34863, "MAP@3": 0.30113, "MAP@5": 0.32621, "MRR@1": 0.386, "MRR@10": 0.48316, "MRR@100": 0.48664, "MRR@3": 0.46467, "MRR@5": 0.47697, "NDCG@1": 0.386, "NDCG@10": 0.41665, "NDCG@100": 0.43085, "NDCG@3": 0.38605, "NDCG@5": 0.39827, "P@1": 0.386, "P@10": 0.1116, "P@100": 0.0123, "P@3": 0.252, "P@5": 0.1844, "Recall@1": 0.20851, "Recall@10": 0.48444, "Recall@100": 0.53122, "Recall@3": 0.36225, "Recall@5": 0.42579}, "rus-miracl": {"MAP@1": 0.40398, "MAP@10": 0.69308, "MAP@100": 0.6996, "MAP@3": 0.60553, "MAP@5": 0.65932, "MRR@1": 0.76917, "MRR@10": 0.84991, "MRR@100": 0.85005, "MRR@3": 0.84172, "MRR@5": 0.84815, "NDCG@1": 0.76917, "NDCG@10": 0.77575, "NDCG@100": 0.78454, "NDCG@3": 0.74061, "NDCG@5": 0.7529, "P@1": 0.76917, "P@10": 0.21837, "P@100": 0.02292, "P@3": 0.5008, "P@5": 0.37045, "Recall@1": 0.40398, "Recall@10": 0.837, "Recall@100": 0.85647, "Recall@3": 0.66945, "Recall@5": 0.76267}, "rus-mmarco": {"MAP@1": 0.1726, "MAP@10": 0.2782, "MAP@100": 0.28411, "MAP@3": 0.24362, "MAP@5": 0.26271, "MRR@1": 0.17794, "MRR@10": 0.28353, "MRR@100": 0.28931, "MRR@3": 0.24943, "MRR@5": 0.26845, "NDCG@1": 0.17794, "NDCG@10": 0.33962, "NDCG@100": 0.36035, "NDCG@3": 0.26847, "NDCG@5": 0.30265, "P@1": 0.17794, "P@10": 0.05542, "P@100": 0.0064, "P@3": 0.116, "P@5": 0.08696, "Recall@1": 0.1726, "Recall@10": 0.52962, "Recall@100": 0.60931, "Recall@3": 0.33469, "Recall@5": 0.41685}, "rus-nfcorpus": {"MAP@1": 0.05954, "MAP@10": 0.13486, "MAP@100": 0.14363, "MAP@3": 0.10449, "MAP@5": 0.1201, "MRR@1": 0.4582, "MRR@10": 0.54821, "MRR@100": 0.55057, "MRR@3": 0.53406, "MRR@5": 0.54319, "NDCG@1": 0.44272, "NDCG@10": 0.3499, "NDCG@100": 0.24328, "NDCG@3": 0.41787, "NDCG@5": 0.39439, "P@1": 0.4582, "P@10": 0.25108, "P@100": 0.033, "P@3": 0.39422, "P@5": 0.34056, "Recall@1": 0.05954, "Recall@10": 0.16541, "Recall@100": 0.18383, "Recall@3": 0.11785, "Recall@5": 0.14253}, "rus-quora": {"MAP@1": 0.58887, "MAP@10": 0.74185, "MAP@100": 0.74656, "MAP@3": 0.70632, "MAP@5": 0.72841, "MRR@1": 0.6758, "MRR@10": 0.77194, "MRR@100": 0.7733, "MRR@3": 0.7554, "MRR@5": 0.76643, "NDCG@1": 0.6748, "NDCG@10": 0.79415, "NDCG@100": 0.8033, "NDCG@3": 0.75059, "NDCG@5": 0.7747, "P@1": 0.6748, "P@10": 0.12562, "P@100": 0.01341, "P@3": 0.3348, "P@5": 0.22556, "Recall@1": 0.58887, "Recall@10": 0.91096, "Recall@100": 0.94066, "Recall@3": 0.7941, "Recall@5": 0.85642}, "rus-scidocs": {"MAP@1": 0.05015, "MAP@10": 0.12209, "MAP@100": 0.12675, "MAP@3": 0.09004, "MAP@5": 0.10768, "MRR@1": 0.248, "MRR@10": 0.35167, "MRR@100": 0.35493, "MRR@3": 0.32133, "MRR@5": 0.34168, "NDCG@1": 0.248, "NDCG@10": 0.20165, "NDCG@100": 0.2138, "NDCG@3": 0.19911, "NDCG@5": 0.17412, "P@1": 0.248, "P@10": 0.1011, "P@100": 0.01147, "P@3": 0.185, "P@5": 0.1526, "Recall@1": 0.05015, "Recall@10": 0.2054, "Recall@100": 0.23338, "Recall@3": 0.11253, "Recall@5": 0.15468}, "rus-scifact": {"MAP@1": 0.62594, "MAP@10": 0.70328, "MAP@100": 0.70514, "MAP@3": 0.67972, "MAP@5": 0.6978, "MRR@1": 0.65667, "MRR@10": 0.71253, "MRR@100": 0.71349, "MRR@3": 0.69556, "MRR@5": 0.70789, "NDCG@1": 0.65667, "NDCG@10": 0.73477, "NDCG@100": 0.73986, "NDCG@3": 0.69963, "NDCG@5": 0.72387, "P@1": 0.65667, "P@10": 0.09267, "P@100": 0.00953, "P@3": 0.26778, "P@5": 0.17733, "Recall@1": 0.62594, "Recall@10": 0.81978, "Recall@100": 0.83756, "Recall@3": 0.72889, "Recall@5": 0.7905}, "rus-touche": {"MAP@1": 0.0325, "MAP@10": 0.12067, "MAP@100": 0.13818, "MAP@3": 0.066, "MAP@5": 0.08812, "MRR@1": 0.44898, "MRR@10": 0.59337, "MRR@100": 0.59658, "MRR@3": 0.54422, "MRR@5": 0.57177, "NDCG@1": 0.39796, "NDCG@10": 0.3041, "NDCG@100": 0.28349, "NDCG@3": 0.34525, "NDCG@5": 0.32951, "P@1": 0.42857, "P@10": 0.27143, "P@100": 0.03531, "P@3": 0.36054, "P@5": 0.33061, "Recall@1": 0.0325, "Recall@10": 0.18769, "Recall@100": 0.24019, "Recall@3": 0.07833, "Recall@5": 0.11722}, "rus-trec-covid": {"MAP@1": 0.00254, "MAP@10": 0.02226, "MAP@100": 0.03931, "MAP@3": 0.00709, "MAP@5": 0.01164, "MRR@1": 0.94, "MRR@10": 0.965, "MRR@100": 0.965, "MRR@3": 0.96, "MRR@5": 0.965, "NDCG@1": 0.92, "NDCG@10": 0.85794, "NDCG@100": 0.26994, "NDCG@3": 0.88173, "NDCG@5": 0.87061, "P@1": 0.94, "P@10": 0.898, "P@100": 0.1652, "P@3": 0.90667, "P@5": 0.908, "Recall@1": 0.00254, "Recall@10": 0.02346, "Recall@100": 0.04207, "Recall@3": 0.00714, "Recall@5": 0.01198}, "rus-tydiqa": {"MAP@1": 0.45367, "MAP@10": 0.60318, "MAP@100": 0.6045, "MAP@3": 0.57638, "MAP@5": 0.59571, "MRR@1": 0.48451, "MRR@10": 0.62353, "MRR@100": 0.62415, "MRR@3": 0.60614, "MRR@5": 0.61849, "NDCG@1": 0.49053, "NDCG@10": 0.66311, "NDCG@100": 0.66672, "NDCG@3": 0.61831, "NDCG@5": 0.64791, "P@1": 0.49053, "P@10": 0.09363, "P@100": 0.00955, "P@3": 0.26277, "P@5": 0.17539, "Recall@1": 0.45367, "Recall@10": 0.81655, "Recall@100": 0.82917, "Recall@3": 0.70812, "Recall@5": 0.77352}, "rus-xquad": {"MAP@1": 0.97731, "MAP@10": 0.98501, "MAP@100": 0.98501, "MAP@3": 0.98501, "MAP@5": 0.98501, "MRR@1": 0.97731, "MRR@10": 0.98501, "MRR@100": 0.98501, "MRR@3": 0.98501, "MRR@5": 0.98501, "NDCG@1": 0.97731, "NDCG@10": 0.98716, "NDCG@100": 0.98716, "NDCG@3": 0.98716, "NDCG@5": 0.98716, "P@1": 0.97731, "P@10": 0.09933, "P@100": 0.00993, "P@3": 0.33109, "P@5": 0.19866, "Recall@1": 0.97731, "Recall@10": 0.99328, "Recall@100": 0.99328, "Recall@3": 0.99328, "Recall@5": 0.99328}, "rus-xquad-sentences": {"MAP@1": 0.87941, "MAP@10": 0.91893, "MAP@100": 0.91906, "MAP@3": 0.91513, "MAP@5": 0.91756, "MRR@1": 0.87983, "MRR@10": 0.91921, "MRR@100": 0.91934, "MRR@3": 0.91555, "MRR@5": 0.91798, "NDCG@1": 0.87983, "NDCG@10": 0.93361, "NDCG@100": 0.93405, "NDCG@3": 0.92617, "NDCG@5": 0.93044, "P@1": 0.87983, "P@10": 0.09782, "P@100": 0.0098, "P@3": 0.31933, "P@5": 0.19361, "Recall@1": 0.87941, "Recall@10": 0.97731, "Recall@100": 0.97899, "Recall@3": 0.95756, "Recall@5": 0.96765}, "ruscibench-retrieval": {"MAP@1": 0.30044, "MAP@10": 0.57564, "MAP@100": 0.59045, "MAP@3": 0.45406, "MAP@5": 0.51883, "MRR@1": 0.84058, "MRR@10": 0.89042, "MRR@100": 0.89042, "MRR@3": 0.88213, "MRR@5": 0.88865, "NDCG@1": 0.84058, "NDCG@10": 0.69022, "NDCG@100": 0.71142, "NDCG@3": 0.70669, "NDCG@5": 0.67576, "P@1": 0.84058, "P@10": 0.28348, "P@100": 0.03096, "P@3": 0.54879, "P@5": 0.4342, "Recall@1": 0.30044, "Recall@10": 0.68059, "Recall@100": 0.72786, "Recall@3": 0.47679, "Recall@5": 0.57422}, "sberquad-retrieval": {"MAP@1": 0.25238, "MAP@10": 0.59008, "MAP@100": 0.5901, "MAP@3": 0.58668, "MAP@5": 0.58961, "MRR@1": 0.70214, "MRR@10": 0.81754, "MRR@100": 0.81756, "MRR@3": 0.81576, "MRR@5": 0.81704, "NDCG@1": 0.25238, "NDCG@10": 0.68178, "NDCG@100": 0.68183, "NDCG@3": 0.67549, "NDCG@5": 0.68067, "P@1": 0.25238, "P@10": 0.0942, "P@100": 0.00942, "P@3": 0.30878, "P@5": 0.18773, "Recall@1": 0.25238, "Recall@10": 0.94202, "Recall@100": 0.94222, "Recall@3": 0.92633, "Recall@5": 0.93864}, "wikifacts-articles": {"MAP@1": 0.54843, "MAP@10": 0.70248, "MAP@100": 0.70317, "MAP@3": 0.67669, "MAP@5": 0.69537, "MRR@1": 0.70821, "MRR@10": 0.77615, "MRR@100": 0.77625, "MRR@3": 0.77363, "MRR@5": 0.77546, "NDCG@1": 0.69918, "NDCG@10": 0.74483, "NDCG@100": 0.74606, "NDCG@3": 0.7201, "NDCG@5": 0.73606, "P@1": 0.70803, "P@10": 0.12224, "P@100": 0.01233, "P@3": 0.35511, "P@5": 0.23241, "Recall@1": 0.54843, "Recall@10": 0.79196, "Recall@100": 0.7954, "Recall@3": 0.73286, "Recall@5": 0.77152}, "wikifacts-para": {"MAP@1": 0.28107, "MAP@10": 0.42462, "MAP@100": 0.42746, "MAP@3": 0.3883, "MAP@5": 0.41171, "MRR@1": 0.44064, "MRR@10": 0.55118, "MRR@100": 0.55195, "MRR@3": 0.53549, "MRR@5": 0.5467, "NDCG@1": 0.43282, "NDCG@10": 0.49696, "NDCG@100": 0.50307, "NDCG@3": 0.4586, "NDCG@5": 0.47907, "P@1": 0.44156, "P@10": 0.10918, "P@100": 0.01144, "P@3": 0.27032, "P@5": 0.1919, "Recall@1": 0.28107, "Recall@10": 0.57262, "Recall@100": 0.59025, "Recall@3": 0.46262, "Recall@5": 0.52395}, "wikifacts-sents": {"MAP@1": 0.10767, "MAP@10": 0.17013, "MAP@100": 0.17187, "MAP@3": 0.15315, "MAP@5": 0.16294, "MRR@1": 0.18303, "MRR@10": 0.26302, "MRR@100": 0.26483, "MRR@3": 0.24646, "MRR@5": 0.25655, "NDCG@1": 0.17607, "NDCG@10": 0.21716, "NDCG@100": 0.22262, "NDCG@3": 0.19562, "NDCG@5": 0.20458, "P@1": 0.18213, "P@10": 0.05486, "P@100": 0.00597, "P@3": 0.12377, "P@5": 0.09007, "Recall@1": 0.10767, "Recall@10": 0.25734, "Recall@100": 0.27375, "Recall@3": 0.19216, "Recall@5": 0.22235}, "wikifacts-window_2": {"MAP@1": 0.09211, "MAP@10": 0.22183, "MAP@100": 0.22757, "MAP@3": 0.17839, "MAP@5": 0.2035, "MRR@1": 0.33315, "MRR@10": 0.43824, "MRR@100": 0.44009, "MRR@3": 0.41661, "MRR@5": 0.43182, "NDCG@1": 0.31648, "NDCG@10": 0.30827, "NDCG@100": 0.31687, "NDCG@3": 0.29962, "NDCG@5": 0.29942, "P@1": 0.32459, "P@10": 0.13173, "P@100": 0.0148, "P@3": 0.26151, "P@5": 0.20689, "Recall@1": 0.09211, "Recall@10": 0.31909, "Recall@100": 0.3479, "Recall@3": 0.21283, "Recall@5": 0.26544}, "wikifacts-window_3": {"MAP@1": 0.07155, "MAP@10": 0.23021, "MAP@100": 0.24066, "MAP@3": 0.16697, "MAP@5": 0.20039, "MRR@1": 0.37552, "MRR@10": 0.47056, "MRR@100": 0.47251, "MRR@3": 0.44945, "MRR@5": 0.46293, "NDCG@1": 0.36488, "NDCG@10": 0.33123, "NDCG@100": 0.33749, "NDCG@3": 0.33428, "NDCG@5": 0.33162, "P@1": 0.37334, "P@10": 0.1874, "P@100": 0.02183, "P@3": 0.33242, "P@5": 0.2751, "Recall@1": 0.07155, "Recall@10": 0.31489, "Recall@100": 0.35228, "Recall@3": 0.18882, "Recall@5": 0.2464}, "wikifacts-window_4": {"MAP@1": 0.0576, "MAP@10": 0.22855, "MAP@100": 0.24376, "MAP@3": 0.14525, "MAP@5": 0.19019, "MRR@1": 0.39927, "MRR@10": 0.48593, "MRR@100": 0.48806, "MRR@3": 0.46564, "MRR@5": 0.47811, "NDCG@1": 0.38955, "NDCG@10": 0.34264, "NDCG@100": 0.34159, "NDCG@3": 0.36855, "NDCG@5": 0.35057, "P@1": 0.39837, "P@10": 0.22992, "P@100": 0.02757, "P@3": 0.37106, "P@5": 0.32171, "Recall@1": 0.0576, "Recall@10": 0.29979, "Recall@100": 0.3437, "Recall@3": 0.16057, "Recall@5": 0.22428}, "wikifacts-window_5": {"MAP@1": 0.04855, "MAP@10": 0.2202, "MAP@100": 0.24052, "MAP@3": 0.12342, "MAP@5": 0.17523, "MRR@1": 0.41541, "MRR@10": 0.4957, "MRR@100": 0.49789, "MRR@3": 0.47594, "MRR@5": 0.48662, "NDCG@1": 0.40499, "NDCG@10": 0.34834, "NDCG@100": 0.33911, "NDCG@3": 0.38273, "NDCG@5": 0.35807, "P@1": 0.41396, "P@10": 0.26455, "P@100": 0.03277, "P@3": 0.38501, "P@5": 0.35195, "Recall@1": 0.04855, "Recall@10": 0.28145, "Recall@100": 0.33223, "Recall@3": 0.13408, "Recall@5": 0.20049}, "wikifacts-window_6": {"MAP@1": 0.04284, "MAP@10": 0.21419, "MAP@100": 0.23939, "MAP@3": 0.11029, "MAP@5": 0.16104, "MRR@1": 0.43077, "MRR@10": 0.50972, "MRR@100": 0.51186, "MRR@3": 0.49114, "MRR@5": 0.50158, "NDCG@1": 0.42188, "NDCG@10": 0.35919, "NDCG@100": 0.33874, "NDCG@3": 0.40074, "NDCG@5": 0.37925, "P@1": 0.43096, "P@10": 0.29105, "P@100": 0.03703, "P@3": 0.40344, "P@5": 0.37507, "Recall@1": 0.04284, "Recall@10": 0.26686, "Recall@100": 0.32325, "Recall@3": 0.11919, "Recall@5": 0.1818}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "ai-forever/FRIDA", "date": "2026-08-01", "hardware": "cuda:0", "model_id": "ai-forever/FRIDA+Qwen/Qwen3-Reranker-0.6B", "model_name": "FRIDA+Qwen3-Reranker-0.6B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 124894.64, "scores": {"average": {"MAP@1": 0.29554, "MAP@10": 0.42211, "MAP@100": 0.43143, "MAP@3": 0.37982, "MAP@5": 0.40227, "MRR@1": 0.51473, "MRR@10": 0.60795, "MRR@100": 0.60957, "MRR@3": 0.58954, "MRR@5": 0.60175, "NDCG@1": 0.4981, "NDCG@10": 0.54306, "NDCG@100": 0.5135, "NDCG@3": 0.53092, "NDCG@5": 0.53613, "P@1": 0.50364, "P@10": 0.18406, "P@100": 0.02431, "P@3": 0.32873, "P@5": 0.26045, "Recall@1": 0.29554, "Recall@10": 0.54431, "Recall@100": 0.5757, "Recall@3": 0.43901, "Recall@5": 0.4891}, "datasets": {"legal_search_2004": {"MAP@1": 0.05934, "MAP@10": 0.20247, "MAP@100": 0.2315, "MAP@3": 0.12317, "MAP@5": 0.15883, "MRR@1": 0.50549, "MRR@10": 0.5905, "MRR@100": 0.59322, "MRR@3": 0.57692, "MRR@5": 0.58736, "NDCG@1": 0.50549, "NDCG@10": 0.45035, "NDCG@100": 0.33709, "NDCG@3": 0.48857, "NDCG@5": 0.48594, "P@1": 0.50549, "P@10": 0.35275, "P@100": 0.04879, "P@3": 0.4652, "P@5": 0.43736, "Recall@1": 0.05934, "Recall@10": 0.25298, "Recall@100": 0.30083, "Recall@3": 0.13119, "Recall@5": 0.18823}, "legal_search_2007": {"MAP@1": 0.03189, "MAP@10": 0.117, "MAP@100": 0.16302, "MAP@3": 0.05142, "MAP@5": 0.07073, "MRR@1": 0.48, "MRR@10": 0.58236, "MRR@100": 0.58236, "MRR@3": 0.55, "MRR@5": 0.577, "NDCG@1": 0.48, "NDCG@10": 0.45157, "NDCG@100": 0.27508, "NDCG@3": 0.44265, "NDCG@5": 0.45392, "P@1": 0.48, "P@10": 0.43, "P@100": 0.0692, "P@3": 0.43333, "P@5": 0.448, "Recall@1": 0.03189, "Recall@10": 0.15172, "Recall@100": 0.22427, "Recall@3": 0.05632, "Recall@5": 0.08375}, "ria-news": {"MAP@1": 0.7262, "MAP@10": 0.80411, "MAP@100": 0.80475, "MAP@3": 0.7946, "MAP@5": 0.80104, "MRR@1": 0.7262, "MRR@10": 0.80411, "MRR@100": 0.80475, "MRR@3": 0.7946, "MRR@5": 0.80104, "NDCG@1": 0.7262, "NDCG@10": 0.83446, "NDCG@100": 0.83672, "NDCG@3": 0.81561, "NDCG@5": 0.82716, "P@1": 0.7262, "P@10": 0.09262, "P@100": 0.00935, "P@3": 0.292, "P@5": 0.18078, "Recall@1": 0.7262, "Recall@10": 0.9262, "Recall@100": 0.935, "Recall@3": 0.876, "Recall@5": 0.9039}, "ru-facts": {"MAP@1": 0.82151, "MAP@10": 0.90413, "MAP@100": 0.90413, "MAP@3": 0.90228, "MAP@5": 0.90373, "MRR@1": 0.83846, "MRR@10": 0.91312, "MRR@100": 0.91312, "MRR@3": 0.91135, "MRR@5": 0.91273, "NDCG@1": 0.82151, "NDCG@10": 0.92884, "NDCG@100": 0.92884, "NDCG@3": 0.92534, "NDCG@5": 0.92793, "P@1": 0.82151, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33036, "P@5": 0.19946, "Recall@1": 0.82151, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99108, "Recall@5": 0.99732}, "rubq": {"MAP@1": 0.44157, "MAP@10": 0.64919, "MAP@100": 0.65174, "MAP@3": 0.59497, "MAP@5": 0.6303, "MRR@1": 0.62707, "MRR@10": 0.73492, "MRR@100": 0.7358, "MRR@3": 0.71749, "MRR@5": 0.72861, "NDCG@1": 0.62589, "NDCG@10": 0.72437, "NDCG@100": 0.73024, "NDCG@3": 0.65584, "NDCG@5": 0.6933, "P@1": 0.62589, "P@10": 0.14072, "P@100": 0.01441, "P@3": 0.35579, "P@5": 0.25035, "Recall@1": 0.44157, "Recall@10": 0.85417, "Recall@100": 0.87332, "Recall@3": 0.68909, "Recall@5": 0.77413}, "rus-arguana": {"MAP@1": 0.34851, "MAP@10": 0.50093, "MAP@100": 0.50293, "MAP@3": 0.46408, "MAP@5": 0.48773, "MRR@1": 0.35277, "MRR@10": 0.50223, "MRR@100": 0.50423, "MRR@3": 0.46503, "MRR@5": 0.48904, "NDCG@1": 0.34851, "NDCG@10": 0.57518, "NDCG@100": 0.58181, "NDCG@3": 0.50163, "NDCG@5": 0.54387, "P@1": 0.34851, "P@10": 0.08073, "P@100": 0.00832, "P@3": 0.20341, "P@5": 0.14239, "Recall@1": 0.34851, "Recall@10": 0.80725, "Recall@100": 0.83215, "Recall@3": 0.61024, "Recall@5": 0.71195}, "rus-cqadupstack": {"MAP@1": 0.22811, "MAP@10": 0.29686, "MAP@100": 0.29881, "MAP@3": 0.27906, "MAP@5": 0.28966, "MRR@1": 0.27212, "MRR@10": 0.33698, "MRR@100": 0.33852, "MRR@3": 0.32092, "MRR@5": 0.33067, "NDCG@1": 0.27219, "NDCG@10": 0.33608, "NDCG@100": 0.34115, "NDCG@3": 0.30752, "NDCG@5": 0.3219, "P@1": 0.27219, "P@10": 0.05601, "P@100": 0.00601, "P@3": 0.14079, "P@5": 0.097, "Recall@1": 0.22811, "Recall@10": 0.41226, "Recall@100": 0.4327, "Recall@3": 0.33034, "Recall@5": 0.36911}, "rus-fiqa": {"MAP@1": 0.19002, "MAP@10": 0.30082, "MAP@100": 0.30595, "MAP@3": 0.2617, "MAP@5": 0.28397, "MRR@1": 0.356, "MRR@10": 0.44442, "MRR@100": 0.44673, "MRR@3": 0.41867, "MRR@5": 0.43547, "NDCG@1": 0.356, "NDCG@10": 0.37438, "NDCG@100": 0.3866, "NDCG@3": 0.33511, "NDCG@5": 0.35074, "P@1": 0.356, "P@10": 0.1002, "P@100": 0.01124, "P@3": 0.21067, "P@5": 0.1596, "Recall@1": 0.19002, "Recall@10": 0.44497, "Recall@100": 0.48242, "Recall@3": 0.3106, "Recall@5": 0.37164}, "rus-miracl": {"MAP@1": 0.3496, "MAP@10": 0.62898, "MAP@100": 0.63694, "MAP@3": 0.53423, "MAP@5": 0.59079, "MRR@1": 0.67652, "MRR@10": 0.79123, "MRR@100": 0.79149, "MRR@3": 0.77782, "MRR@5": 0.78872, "NDCG@1": 0.67652, "NDCG@10": 0.72699, "NDCG@100": 0.73864, "NDCG@3": 0.6708, "NDCG@5": 0.69497, "P@1": 0.67652, "P@10": 0.21326, "P@100": 0.02261, "P@3": 0.46033, "P@5": 0.35032, "Recall@1": 0.3496, "Recall@10": 0.82279, "Recall@100": 0.85047, "Recall@3": 0.6182, "Recall@5": 0.73048}, "rus-mmarco": {"MAP@1": 0.16318, "MAP@10": 0.26949, "MAP@100": 0.27548, "MAP@3": 0.23375, "MAP@5": 0.25438, "MRR@1": 0.16805, "MRR@10": 0.27441, "MRR@100": 0.28023, "MRR@3": 0.23921, "MRR@5": 0.25954, "NDCG@1": 0.16819, "NDCG@10": 0.33142, "NDCG@100": 0.35251, "NDCG@3": 0.25856, "NDCG@5": 0.29539, "P@1": 0.16819, "P@10": 0.0547, "P@100": 0.00635, "P@3": 0.11251, "P@5": 0.08596, "Recall@1": 0.16318, "Recall@10": 0.52308, "Recall@100": 0.6043, "Recall@3": 0.32516, "Recall@5": 0.41366}, "rus-nfcorpus": {"MAP@1": 0.05922, "MAP@10": 0.12145, "MAP@100": 0.13045, "MAP@3": 0.09294, "MAP@5": 0.1068, "MRR@1": 0.4582, "MRR@10": 0.53284, "MRR@100": 0.53537, "MRR@3": 0.51548, "MRR@5": 0.52616, "NDCG@1": 0.44118, "NDCG@10": 0.32997, "NDCG@100": 0.22931, "NDCG@3": 0.39406, "NDCG@5": 0.37164, "P@1": 0.45511, "P@10": 0.23715, "P@100": 0.03161, "P@3": 0.36636, "P@5": 0.31765, "Recall@1": 0.05922, "Recall@10": 0.1494, "Recall@100": 0.16969, "Recall@3": 0.10312, "Recall@5": 0.12361}, "rus-quora": {"MAP@1": 0.56724, "MAP@10": 0.7104, "MAP@100": 0.71383, "MAP@3": 0.67592, "MAP@5": 0.69688, "MRR@1": 0.6522, "MRR@10": 0.74423, "MRR@100": 0.74554, "MRR@3": 0.7263, "MRR@5": 0.73826, "NDCG@1": 0.6512, "NDCG@10": 0.763, "NDCG@100": 0.76999, "NDCG@3": 0.71828, "NDCG@5": 0.74202, "P@1": 0.6512, "P@10": 0.12038, "P@100": 0.01265, "P@3": 0.31833, "P@5": 0.21464, "Recall@1": 0.56724, "Recall@10": 0.87885, "Recall@100": 0.90245, "Recall@3": 0.75851, "Recall@5": 0.81945}, "rus-scidocs": {"MAP@1": 0.04285, "MAP@10": 0.0968, "MAP@100": 0.10087, "MAP@3": 0.07284, "MAP@5": 0.08481, "MRR@1": 0.212, "MRR@10": 0.29837, "MRR@100": 0.30133, "MRR@3": 0.27467, "MRR@5": 0.28762, "NDCG@1": 0.212, "NDCG@10": 0.1627, "NDCG@100": 0.17363, "NDCG@3": 0.16404, "NDCG@5": 0.13908, "P@1": 0.212, "P@10": 0.0804, "P@100": 0.00928, "P@3": 0.15033, "P@5": 0.1178, "Recall@1": 0.04285, "Recall@10": 0.16297, "Recall@100": 0.18832, "Recall@3": 0.09153, "Recall@5": 0.11958}, "rus-scifact": {"MAP@1": 0.60344, "MAP@10": 0.67577, "MAP@100": 0.67663, "MAP@3": 0.65521, "MAP@5": 0.66788, "MRR@1": 0.62667, "MRR@10": 0.68745, "MRR@100": 0.6879, "MRR@3": 0.67333, "MRR@5": 0.6825, "NDCG@1": 0.62667, "NDCG@10": 0.70807, "NDCG@100": 0.71055, "NDCG@3": 0.6758, "NDCG@5": 0.69299, "P@1": 0.62667, "P@10": 0.08967, "P@100": 0.0091, "P@3": 0.25778, "P@5": 0.16667, "Recall@1": 0.60344, "Recall@10": 0.79189, "Recall@100": 0.80089, "Recall@3": 0.70728, "Recall@5": 0.751}, "rus-touche": {"MAP@1": 0.01521, "MAP@10": 0.0976, "MAP@100": 0.11963, "MAP@3": 0.04893, "MAP@5": 0.06396, "MRR@1": 0.2449, "MRR@10": 0.4507, "MRR@100": 0.45483, "MRR@3": 0.39116, "MRR@5": 0.43503, "NDCG@1": 0.22449, "NDCG@10": 0.26891, "NDCG@100": 0.25965, "NDCG@3": 0.28482, "NDCG@5": 0.2698, "P@1": 0.2449, "P@10": 0.26122, "P@100": 0.03694, "P@3": 0.31293, "P@5": 0.2898, "Recall@1": 0.01521, "Recall@10": 0.1725, "Recall@100": 0.23956, "Recall@3": 0.06634, "Recall@5": 0.09978}, "rus-trec-covid": {"MAP@1": 0.00263, "MAP@10": 0.02254, "MAP@100": 0.03892, "MAP@3": 0.00765, "MAP@5": 0.01209, "MRR@1": 1.0, "MRR@10": 1.0, "MRR@100": 1.0, "MRR@3": 1.0, "MRR@5": 1.0, "NDCG@1": 0.94, "NDCG@10": 0.87103, "NDCG@100": 0.27201, "NDCG@3": 0.91888, "NDCG@5": 0.89307, "P@1": 1.0, "P@10": 0.9, "P@100": 0.1644, "P@3": 0.96, "P@5": 0.932, "Recall@1": 0.00263, "Recall@10": 0.02325, "Recall@100": 0.0412, "Recall@3": 0.00767, "Recall@5": 0.01224}, "rus-tydiqa": {"MAP@1": 0.38526, "MAP@10": 0.54125, "MAP@100": 0.54495, "MAP@3": 0.5022, "MAP@5": 0.52726, "MRR@1": 0.41394, "MRR@10": 0.56344, "MRR@100": 0.5665, "MRR@3": 0.53313, "MRR@5": 0.55293, "NDCG@1": 0.4148, "NDCG@10": 0.61502, "NDCG@100": 0.62701, "NDCG@3": 0.54455, "NDCG@5": 0.58559, "P@1": 0.4148, "P@10": 0.09303, "P@100": 0.00985, "P@3": 0.2358, "P@5": 0.16454, "Recall@1": 0.38526, "Recall@10": 0.81483, "Recall@100": 0.85944, "Recall@3": 0.63712, "Recall@5": 0.73121}, "rus-xquad": {"MAP@1": 0.96639, "MAP@10": 0.9778, "MAP@100": 0.9778, "MAP@3": 0.97759, "MAP@5": 0.9778, "MRR@1": 0.96639, "MRR@10": 0.9778, "MRR@100": 0.9778, "MRR@3": 0.97759, "MRR@5": 0.9778, "NDCG@1": 0.96639, "NDCG@10": 0.98115, "NDCG@100": 0.98115, "NDCG@3": 0.98079, "NDCG@5": 0.98115, "P@1": 0.96639, "P@10": 0.09908, "P@100": 0.00991, "P@3": 0.32997, "P@5": 0.19815, "Recall@1": 0.96639, "Recall@10": 0.99076, "Recall@100": 0.99076, "Recall@3": 0.98992, "Recall@5": 0.99076}, "rus-xquad-sentences": {"MAP@1": 0.83782, "MAP@10": 0.89004, "MAP@100": 0.89038, "MAP@3": 0.88228, "MAP@5": 0.88796, "MRR@1": 0.83782, "MRR@10": 0.89008, "MRR@100": 0.89043, "MRR@3": 0.88249, "MRR@5": 0.888, "NDCG@1": 0.83782, "NDCG@10": 0.91072, "NDCG@100": 0.91199, "NDCG@3": 0.89592, "NDCG@5": 0.90592, "P@1": 0.83782, "P@10": 0.09739, "P@100": 0.00979, "P@3": 0.31176, "P@5": 0.19193, "Recall@1": 0.83782, "Recall@10": 0.97311, "Recall@100": 0.97815, "Recall@3": 0.93487, "Recall@5": 0.95882}, "ruscibench-retrieval": {"MAP@1": 0.27324, "MAP@10": 0.50343, "MAP@100": 0.51589, "MAP@3": 0.40871, "MAP@5": 0.45851, "MRR@1": 0.76232, "MRR@10": 0.82635, "MRR@100": 0.82681, "MRR@3": 0.81884, "MRR@5": 0.82333, "NDCG@1": 0.76232, "NDCG@10": 0.61817, "NDCG@100": 0.63505, "NDCG@3": 0.65436, "NDCG@5": 0.61303, "P@1": 0.76232, "P@10": 0.2487, "P@100": 0.0271, "P@3": 0.51498, "P@5": 0.39246, "Recall@1": 0.27324, "Recall@10": 0.60583, "Recall@100": 0.64028, "Recall@3": 0.43939, "Recall@5": 0.51528}, "sberquad-retrieval": {"MAP@1": 0.24067, "MAP@10": 0.56457, "MAP@100": 0.56465, "MAP@3": 0.56056, "MAP@5": 0.56402, "MRR@1": 0.5135, "MRR@10": 0.70229, "MRR@100": 0.70238, "MRR@3": 0.69923, "MRR@5": 0.70182, "NDCG@1": 0.24067, "NDCG@10": 0.65315, "NDCG@100": 0.65345, "NDCG@3": 0.64575, "NDCG@5": 0.65185, "P@1": 0.24067, "P@10": 0.09049, "P@100": 0.00906, "P@3": 0.29547, "P@5": 0.18018, "Recall@1": 0.24067, "Recall@10": 0.90488, "Recall@100": 0.90608, "Recall@3": 0.88642, "Recall@5": 0.90091}, "wikifacts-articles": {"MAP@1": 0.52716, "MAP@10": 0.67581, "MAP@100": 0.67655, "MAP@3": 0.65227, "MAP@5": 0.67031, "MRR@1": 0.68285, "MRR@10": 0.75975, "MRR@100": 0.75992, "MRR@3": 0.75569, "MRR@5": 0.75891, "NDCG@1": 0.67311, "NDCG@10": 0.72213, "NDCG@100": 0.72358, "NDCG@3": 0.69851, "NDCG@5": 0.71472, "P@1": 0.68285, "P@10": 0.11686, "P@100": 0.0118, "P@3": 0.34355, "P@5": 0.22445, "Recall@1": 0.52716, "Recall@10": 0.77378, "Recall@100": 0.77806, "Recall@3": 0.71664, "Recall@5": 0.75611}, "wikifacts-para": {"MAP@1": 0.27783, "MAP@10": 0.41455, "MAP@100": 0.41773, "MAP@3": 0.38136, "MAP@5": 0.40175, "MRR@1": 0.43181, "MRR@10": 0.54253, "MRR@100": 0.54348, "MRR@3": 0.52617, "MRR@5": 0.53734, "NDCG@1": 0.42435, "NDCG@10": 0.48794, "NDCG@100": 0.4949, "NDCG@3": 0.45078, "NDCG@5": 0.46845, "P@1": 0.43273, "P@10": 0.10506, "P@100": 0.01112, "P@3": 0.26308, "P@5": 0.18417, "Recall@1": 0.27783, "Recall@10": 0.56466, "Recall@100": 0.58523, "Recall@3": 0.45709, "Recall@5": 0.51173}, "wikifacts-sents": {"MAP@1": 0.10565, "MAP@10": 0.17126, "MAP@100": 0.17438, "MAP@3": 0.15144, "MAP@5": 0.16312, "MRR@1": 0.18918, "MRR@10": 0.26901, "MRR@100": 0.27144, "MRR@3": 0.24935, "MRR@5": 0.26179, "NDCG@1": 0.17037, "NDCG@10": 0.22214, "NDCG@100": 0.23104, "NDCG@3": 0.1934, "NDCG@5": 0.20719, "P@1": 0.1758, "P@10": 0.05701, "P@100": 0.00644, "P@3": 0.12208, "P@5": 0.09213, "Recall@1": 0.10565, "Recall@10": 0.27148, "Recall@100": 0.29908, "Recall@3": 0.19341, "Recall@5": 0.23083}, "wikifacts-window_2": {"MAP@1": 0.09095, "MAP@10": 0.2206, "MAP@100": 0.22847, "MAP@3": 0.17388, "MAP@5": 0.19997, "MRR@1": 0.32914, "MRR@10": 0.43927, "MRR@100": 0.44144, "MRR@3": 0.41633, "MRR@5": 0.43111, "NDCG@1": 0.31658, "NDCG@10": 0.3118, "NDCG@100": 0.32439, "NDCG@3": 0.29735, "NDCG@5": 0.29821, "P@1": 0.32368, "P@10": 0.13517, "P@100": 0.01565, "P@3": 0.26011, "P@5": 0.20703, "Recall@1": 0.09095, "Recall@10": 0.32886, "Recall@100": 0.36774, "Recall@3": 0.20968, "Recall@5": 0.2655}, "wikifacts-window_3": {"MAP@1": 0.06958, "MAP@10": 0.22755, "MAP@100": 0.24057, "MAP@3": 0.16244, "MAP@5": 0.19623, "MRR@1": 0.37098, "MRR@10": 0.47167, "MRR@100": 0.47411, "MRR@3": 0.4486, "MRR@5": 0.46346, "NDCG@1": 0.35834, "NDCG@10": 0.33274, "NDCG@100": 0.34397, "NDCG@3": 0.33193, "NDCG@5": 0.32999, "P@1": 0.36679, "P@10": 0.19016, "P@100": 0.02281, "P@3": 0.33067, "P@5": 0.27485, "Recall@1": 0.06958, "Recall@10": 0.32032, "Recall@100": 0.36922, "Recall@3": 0.18561, "Recall@5": 0.24621}, "wikifacts-window_4": {"MAP@1": 0.05596, "MAP@10": 0.22435, "MAP@100": 0.24284, "MAP@3": 0.13997, "MAP@5": 0.18436, "MRR@1": 0.39255, "MRR@10": 0.48558, "MRR@100": 0.48807, "MRR@3": 0.46364, "MRR@5": 0.47734, "NDCG@1": 0.38383, "NDCG@10": 0.34268, "NDCG@100": 0.34769, "NDCG@3": 0.36264, "NDCG@5": 0.34779, "P@1": 0.39237, "P@10": 0.23193, "P@100": 0.02874, "P@3": 0.36452, "P@5": 0.32047, "Recall@1": 0.05596, "Recall@10": 0.30311, "Recall@100": 0.35937, "Recall@3": 0.15664, "Recall@5": 0.22252}, "wikifacts-window_5": {"MAP@1": 0.04722, "MAP@10": 0.21827, "MAP@100": 0.24075, "MAP@3": 0.12039, "MAP@5": 0.17217, "MRR@1": 0.41034, "MRR@10": 0.49825, "MRR@100": 0.50068, "MRR@3": 0.47649, "MRR@5": 0.48942, "NDCG@1": 0.39882, "NDCG@10": 0.35033, "NDCG@100": 0.34614, "NDCG@3": 0.38101, "NDCG@5": 0.3591, "P@1": 0.40798, "P@10": 0.26689, "P@100": 0.03391, "P@3": 0.38465, "P@5": 0.35471, "Recall@1": 0.04722, "Recall@10": 0.28655, "Recall@100": 0.34643, "Recall@3": 0.13253, "Recall@5": 0.20159}, "wikifacts-window_6": {"MAP@1": 0.04229, "MAP@10": 0.21327, "MAP@100": 0.24091, "MAP@3": 0.10882, "MAP@5": 0.15877, "MRR@1": 0.42969, "MRR@10": 0.51662, "MRR@100": 0.51916, "MRR@3": 0.49625, "MRR@5": 0.50786, "NDCG@1": 0.42152, "NDCG@10": 0.36346, "NDCG@100": 0.3474, "NDCG@3": 0.40224, "NDCG@5": 0.38108, "P@1": 0.43096, "P@10": 0.29614, "P@100": 0.03846, "P@3": 0.40628, "P@5": 0.37808, "Recall@1": 0.04229, "Recall@10": 0.27259, "Recall@100": 0.3378, "Recall@3": 0.1192, "Recall@5": 0.18253}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "Snowflake/snowflake-arctic-embed-l-v2.0", "date": "2026-08-02", "hardware": "cuda:1", "model_id": "Snowflake/snowflake-arctic-embed-l-v2.0+Qwen/Qwen3-Reranker-8B", "model_name": "snowflake-arctic+Qwen3-Reranker-8B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 348165.99, "scores": {"average": {"MAP@1": 0.32198, "MAP@10": 0.45291, "MAP@100": 0.46186, "MAP@3": 0.41073, "MAP@5": 0.4338, "MRR@1": 0.55879, "MRR@10": 0.64345, "MRR@100": 0.64475, "MRR@3": 0.62816, "MRR@5": 0.63791, "NDCG@1": 0.53786, "NDCG@10": 0.57114, "NDCG@100": 0.54023, "NDCG@3": 0.56746, "NDCG@5": 0.56861, "P@1": 0.54221, "P@10": 0.18851, "P@100": 0.02473, "P@3": 0.34987, "P@5": 0.27224, "Recall@1": 0.32198, "Recall@10": 0.56374, "Recall@100": 0.59093, "Recall@3": 0.46637, "Recall@5": 0.51411}, "datasets": {"legal_search_2004": {"MAP@1": 0.07765, "MAP@10": 0.23598, "MAP@100": 0.27564, "MAP@3": 0.15775, "MAP@5": 0.1915, "MRR@1": 0.6044, "MRR@10": 0.67216, "MRR@100": 0.67366, "MRR@3": 0.67216, "MRR@5": 0.67216, "NDCG@1": 0.6044, "NDCG@10": 0.50769, "NDCG@100": 0.38722, "NDCG@3": 0.59125, "NDCG@5": 0.56157, "P@1": 0.6044, "P@10": 0.39011, "P@100": 0.05637, "P@3": 0.5641, "P@5": 0.4967, "Recall@1": 0.07765, "Recall@10": 0.27147, "Recall@100": 0.33343, "Recall@3": 0.17379, "Recall@5": 0.21566}, "legal_search_2007": {"MAP@1": 0.03246, "MAP@10": 0.10171, "MAP@100": 0.14988, "MAP@3": 0.05422, "MAP@5": 0.06944, "MRR@1": 0.5, "MRR@10": 0.60436, "MRR@100": 0.60436, "MRR@3": 0.58667, "MRR@5": 0.59567, "NDCG@1": 0.5, "NDCG@10": 0.41469, "NDCG@100": 0.26409, "NDCG@3": 0.47349, "NDCG@5": 0.4412, "P@1": 0.5, "P@10": 0.378, "P@100": 0.0668, "P@3": 0.46, "P@5": 0.412, "Recall@1": 0.03246, "Recall@10": 0.12678, "Recall@100": 0.21038, "Recall@3": 0.05865, "Recall@5": 0.07791}, "ria-news": {"MAP@1": 0.8137, "MAP@10": 0.86104, "MAP@100": 0.86124, "MAP@3": 0.85642, "MAP@5": 0.85979, "MRR@1": 0.8137, "MRR@10": 0.86104, "MRR@100": 0.86124, "MRR@3": 0.85642, "MRR@5": 0.85979, "NDCG@1": 0.8137, "NDCG@10": 0.878, "NDCG@100": 0.87872, "NDCG@3": 0.869, "NDCG@5": 0.875, "P@1": 0.8137, "P@10": 0.09286, "P@100": 0.00931, "P@3": 0.30167, "P@5": 0.18388, "Recall@1": 0.8137, "Recall@10": 0.9286, "Recall@100": 0.9314, "Recall@3": 0.905, "Recall@5": 0.9194}, "ru-facts": {"MAP@1": 0.82151, "MAP@10": 0.90436, "MAP@100": 0.90436, "MAP@3": 0.90235, "MAP@5": 0.90436, "MRR@1": 0.82552, "MRR@10": 0.90651, "MRR@100": 0.90651, "MRR@3": 0.90473, "MRR@5": 0.90651, "NDCG@1": 0.82151, "NDCG@10": 0.92904, "NDCG@100": 0.92904, "NDCG@3": 0.9254, "NDCG@5": 0.92904, "P@1": 0.82151, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33036, "P@5": 0.2, "Recall@1": 0.82151, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99108, "Recall@5": 1.0}, "rubq": {"MAP@1": 0.50138, "MAP@10": 0.72124, "MAP@100": 0.7222, "MAP@3": 0.67008, "MAP@5": 0.70597, "MRR@1": 0.70567, "MRR@10": 0.79795, "MRR@100": 0.79805, "MRR@3": 0.78408, "MRR@5": 0.79431, "NDCG@1": 0.70508, "NDCG@10": 0.78709, "NDCG@100": 0.78876, "NDCG@3": 0.72753, "NDCG@5": 0.76439, "P@1": 0.70508, "P@10": 0.14805, "P@100": 0.01492, "P@3": 0.39224, "P@5": 0.27199, "Recall@1": 0.50138, "Recall@10": 0.89759, "Recall@100": 0.90234, "Recall@3": 0.75607, "Recall@5": 0.84159}, "rus-arguana": {"MAP@1": 0.52205, "MAP@10": 0.65344, "MAP@100": 0.6542, "MAP@3": 0.62423, "MAP@5": 0.64489, "MRR@1": 0.52134, "MRR@10": 0.65312, "MRR@100": 0.65388, "MRR@3": 0.62411, "MRR@5": 0.6447, "NDCG@1": 0.52205, "NDCG@10": 0.7137, "NDCG@100": 0.71619, "NDCG@3": 0.65703, "NDCG@5": 0.69395, "P@1": 0.52205, "P@10": 0.08997, "P@100": 0.00909, "P@3": 0.25059, "P@5": 0.16814, "Recall@1": 0.52205, "Recall@10": 0.89972, "Recall@100": 0.90896, "Recall@3": 0.75178, "Recall@5": 0.84068}, "rus-cqadupstack": {"MAP@1": 0.23085, "MAP@10": 0.32964, "MAP@100": 0.33344, "MAP@3": 0.29977, "MAP@5": 0.31741, "MRR@1": 0.2741, "MRR@10": 0.36888, "MRR@100": 0.3716, "MRR@3": 0.34379, "MRR@5": 0.35956, "NDCG@1": 0.2741, "NDCG@10": 0.38505, "NDCG@100": 0.39497, "NDCG@3": 0.33514, "NDCG@5": 0.36125, "P@1": 0.2741, "P@10": 0.06999, "P@100": 0.00772, "P@3": 0.15854, "P@5": 0.11534, "Recall@1": 0.23085, "Recall@10": 0.50802, "Recall@100": 0.54545, "Recall@3": 0.37309, "Recall@5": 0.43858}, "rus-fiqa": {"MAP@1": 0.24422, "MAP@10": 0.36562, "MAP@100": 0.37026, "MAP@3": 0.32181, "MAP@5": 0.34668, "MRR@1": 0.43, "MRR@10": 0.5091, "MRR@100": 0.51125, "MRR@3": 0.491, "MRR@5": 0.501, "NDCG@1": 0.43, "NDCG@10": 0.43768, "NDCG@100": 0.44764, "NDCG@3": 0.40111, "NDCG@5": 0.41374, "P@1": 0.43, "P@10": 0.1136, "P@100": 0.0123, "P@3": 0.25133, "P@5": 0.1848, "Recall@1": 0.24422, "Recall@10": 0.50009, "Recall@100": 0.53122, "Recall@3": 0.3654, "Recall@5": 0.42477}, "rus-miracl": {"MAP@1": 0.41322, "MAP@10": 0.70702, "MAP@100": 0.71201, "MAP@3": 0.61751, "MAP@5": 0.67188, "MRR@1": 0.78754, "MRR@10": 0.86031, "MRR@100": 0.86038, "MRR@3": 0.85157, "MRR@5": 0.85848, "NDCG@1": 0.78754, "NDCG@10": 0.78608, "NDCG@100": 0.79273, "NDCG@3": 0.7514, "NDCG@5": 0.76239, "P@1": 0.78754, "P@10": 0.22101, "P@100": 0.02292, "P@3": 0.50905, "P@5": 0.3738, "Recall@1": 0.41322, "Recall@10": 0.84172, "Recall@100": 0.85647, "Recall@3": 0.67285, "Recall@5": 0.76677}, "rus-mmarco": {"MAP@1": 0.17519, "MAP@10": 0.28058, "MAP@100": 0.28642, "MAP@3": 0.24546, "MAP@5": 0.26544, "MRR@1": 0.18052, "MRR@10": 0.28569, "MRR@100": 0.2914, "MRR@3": 0.25093, "MRR@5": 0.27081, "NDCG@1": 0.18052, "NDCG@10": 0.3418, "NDCG@100": 0.36224, "NDCG@3": 0.27018, "NDCG@5": 0.30596, "P@1": 0.18052, "P@10": 0.05554, "P@100": 0.0064, "P@3": 0.11605, "P@5": 0.08779, "Recall@1": 0.17519, "Recall@10": 0.53083, "Recall@100": 0.60931, "Recall@3": 0.3367, "Recall@5": 0.42255}, "rus-nfcorpus": {"MAP@1": 0.06564, "MAP@10": 0.13482, "MAP@100": 0.14346, "MAP@3": 0.10273, "MAP@5": 0.11842, "MRR@1": 0.47368, "MRR@10": 0.5497, "MRR@100": 0.552, "MRR@3": 0.53251, "MRR@5": 0.54443, "NDCG@1": 0.45975, "NDCG@10": 0.35099, "NDCG@100": 0.24411, "NDCG@3": 0.41913, "NDCG@5": 0.39291, "P@1": 0.47368, "P@10": 0.25015, "P@100": 0.033, "P@3": 0.39009, "P@5": 0.33437, "Recall@1": 0.06564, "Recall@10": 0.1647, "Recall@100": 0.18383, "Recall@3": 0.11201, "Recall@5": 0.13764}, "rus-quora": {"MAP@1": 0.53427, "MAP@10": 0.69685, "MAP@100": 0.70204, "MAP@3": 0.65584, "MAP@5": 0.67997, "MRR@1": 0.6102, "MRR@10": 0.72368, "MRR@100": 0.72545, "MRR@3": 0.70143, "MRR@5": 0.71588, "NDCG@1": 0.6096, "NDCG@10": 0.75828, "NDCG@100": 0.76903, "NDCG@3": 0.70238, "NDCG@5": 0.73198, "P@1": 0.6096, "P@10": 0.12472, "P@100": 0.01341, "P@3": 0.31753, "P@5": 0.2176, "Recall@1": 0.53427, "Recall@10": 0.90513, "Recall@100": 0.94066, "Recall@3": 0.75803, "Recall@5": 0.83155}, "rus-scidocs": {"MAP@1": 0.04595, "MAP@10": 0.1152, "MAP@100": 0.12006, "MAP@3": 0.08176, "MAP@5": 0.09808, "MRR@1": 0.227, "MRR@10": 0.33655, "MRR@100": 0.33962, "MRR@3": 0.30533, "MRR@5": 0.32288, "NDCG@1": 0.227, "NDCG@10": 0.19468, "NDCG@100": 0.20741, "NDCG@3": 0.18456, "NDCG@5": 0.16127, "P@1": 0.227, "P@10": 0.1004, "P@100": 0.01147, "P@3": 0.17133, "P@5": 0.141, "Recall@1": 0.04595, "Recall@10": 0.20405, "Recall@100": 0.23338, "Recall@3": 0.1042, "Recall@5": 0.14308}, "rus-scifact": {"MAP@1": 0.62761, "MAP@10": 0.7018, "MAP@100": 0.70376, "MAP@3": 0.68078, "MAP@5": 0.69479, "MRR@1": 0.65667, "MRR@10": 0.71215, "MRR@100": 0.71321, "MRR@3": 0.69944, "MRR@5": 0.70578, "NDCG@1": 0.65667, "NDCG@10": 0.73377, "NDCG@100": 0.73898, "NDCG@3": 0.70324, "NDCG@5": 0.71861, "P@1": 0.65667, "P@10": 0.09267, "P@100": 0.00953, "P@3": 0.27, "P@5": 0.17533, "Recall@1": 0.62761, "Recall@10": 0.81978, "Recall@100": 0.83756, "Recall@3": 0.73794, "Recall@5": 0.77633}, "rus-touche": {"MAP@1": 0.02715, "MAP@10": 0.11119, "MAP@100": 0.13247, "MAP@3": 0.0639, "MAP@5": 0.08354, "MRR@1": 0.36735, "MRR@10": 0.55278, "MRR@100": 0.55583, "MRR@3": 0.5102, "MRR@5": 0.53571, "NDCG@1": 0.32653, "NDCG@10": 0.28675, "NDCG@100": 0.27579, "NDCG@3": 0.33041, "NDCG@5": 0.30122, "P@1": 0.34694, "P@10": 0.25918, "P@100": 0.03531, "P@3": 0.36054, "P@5": 0.30612, "Recall@1": 0.02715, "Recall@10": 0.17877, "Recall@100": 0.24019, "Recall@3": 0.07914, "Recall@5": 0.1149}, "rus-trec-covid": {"MAP@1": 0.00246, "MAP@10": 0.02266, "MAP@100": 0.0395, "MAP@3": 0.00719, "MAP@5": 0.01193, "MRR@1": 0.94, "MRR@10": 0.96667, "MRR@100": 0.96667, "MRR@3": 0.96667, "MRR@5": 0.96667, "NDCG@1": 0.91, "NDCG@10": 0.86688, "NDCG@100": 0.27155, "NDCG@3": 0.91369, "NDCG@5": 0.90625, "P@1": 0.94, "P@10": 0.904, "P@100": 0.1652, "P@3": 0.94, "P@5": 0.936, "Recall@1": 0.00246, "Recall@10": 0.02365, "Recall@100": 0.04207, "Recall@3": 0.00729, "Recall@5": 0.0123}, "rus-tydiqa": {"MAP@1": 0.46845, "MAP@10": 0.61438, "MAP@100": 0.61525, "MAP@3": 0.58854, "MAP@5": 0.6069, "MRR@1": 0.49398, "MRR@10": 0.63186, "MRR@100": 0.63222, "MRR@3": 0.61575, "MRR@5": 0.62732, "NDCG@1": 0.50516, "NDCG@10": 0.67264, "NDCG@100": 0.67491, "NDCG@3": 0.62932, "NDCG@5": 0.65819, "P@1": 0.50516, "P@10": 0.09423, "P@100": 0.00955, "P@3": 0.26707, "P@5": 0.17711, "Recall@1": 0.46845, "Recall@10": 0.82157, "Recall@100": 0.82917, "Recall@3": 0.71629, "Recall@5": 0.78141}, "rus-xquad": {"MAP@1": 0.98235, "MAP@10": 0.98768, "MAP@100": 0.98768, "MAP@3": 0.98768, "MAP@5": 0.98768, "MRR@1": 0.98235, "MRR@10": 0.98768, "MRR@100": 0.98768, "MRR@3": 0.98768, "MRR@5": 0.98768, "NDCG@1": 0.98235, "NDCG@10": 0.98914, "NDCG@100": 0.98914, "NDCG@3": 0.98914, "NDCG@5": 0.98914, "P@1": 0.98235, "P@10": 0.09933, "P@100": 0.00993, "P@3": 0.33109, "P@5": 0.19866, "Recall@1": 0.98235, "Recall@10": 0.99328, "Recall@100": 0.99328, "Recall@3": 0.99328, "Recall@5": 0.99328}, "rus-xquad-sentences": {"MAP@1": 0.89958, "MAP@10": 0.93298, "MAP@100": 0.93298, "MAP@3": 0.92955, "MAP@5": 0.93258, "MRR@1": 0.9, "MRR@10": 0.93319, "MRR@100": 0.93319, "MRR@3": 0.92997, "MRR@5": 0.93279, "NDCG@1": 0.9, "NDCG@10": 0.94465, "NDCG@100": 0.94465, "NDCG@3": 0.93843, "NDCG@5": 0.94361, "P@1": 0.9, "P@10": 0.09798, "P@100": 0.0098, "P@3": 0.32129, "P@5": 0.19529, "Recall@1": 0.89958, "Recall@10": 0.97899, "Recall@100": 0.97899, "Recall@3": 0.96345, "Recall@5": 0.97563}, "ruscibench-retrieval": {"MAP@1": 0.30202, "MAP@10": 0.60031, "MAP@100": 0.61241, "MAP@3": 0.47992, "MAP@5": 0.54368, "MRR@1": 0.82609, "MRR@10": 0.88105, "MRR@100": 0.88122, "MRR@3": 0.8744, "MRR@5": 0.87976, "NDCG@1": 0.82609, "NDCG@10": 0.7067, "NDCG@100": 0.72233, "NDCG@3": 0.73918, "NDCG@5": 0.69958, "P@1": 0.82609, "P@10": 0.28986, "P@100": 0.03096, "P@3": 0.59324, "P@5": 0.46029, "Recall@1": 0.30202, "Recall@10": 0.69467, "Recall@100": 0.72786, "Recall@3": 0.50111, "Recall@5": 0.59281}, "sberquad-retrieval": {"MAP@1": 0.25357, "MAP@10": 0.59312, "MAP@100": 0.59313, "MAP@3": 0.59081, "MAP@5": 0.59288, "MRR@1": 0.71227, "MRR@10": 0.824, "MRR@100": 0.82402, "MRR@3": 0.82261, "MRR@5": 0.82379, "NDCG@1": 0.25357, "NDCG@10": 0.68418, "NDCG@100": 0.68423, "NDCG@3": 0.67994, "NDCG@5": 0.6836, "P@1": 0.25357, "P@10": 0.0942, "P@100": 0.00942, "P@3": 0.3105, "P@5": 0.18805, "Recall@1": 0.25357, "Recall@10": 0.94202, "Recall@100": 0.94222, "Recall@3": 0.93149, "Recall@5": 0.94023}, "wikifacts-articles": {"MAP@1": 0.55827, "MAP@10": 0.70978, "MAP@100": 0.7103, "MAP@3": 0.68431, "MAP@5": 0.70274, "MRR@1": 0.71843, "MRR@10": 0.7828, "MRR@100": 0.78284, "MRR@3": 0.78063, "MRR@5": 0.78218, "NDCG@1": 0.70912, "NDCG@10": 0.7503, "NDCG@100": 0.75121, "NDCG@3": 0.726, "NDCG@5": 0.74163, "P@1": 0.71788, "P@10": 0.12246, "P@100": 0.01233, "P@3": 0.35633, "P@5": 0.23288, "Recall@1": 0.55827, "Recall@10": 0.79303, "Recall@100": 0.7954, "Recall@3": 0.73651, "Recall@5": 0.7732}, "wikifacts-para": {"MAP@1": 0.30299, "MAP@10": 0.44172, "MAP@100": 0.44457, "MAP@3": 0.40917, "MAP@5": 0.43014, "MRR@1": 0.46862, "MRR@10": 0.57113, "MRR@100": 0.57175, "MRR@3": 0.55838, "MRR@5": 0.5675, "NDCG@1": 0.46107, "NDCG@10": 0.51077, "NDCG@100": 0.51669, "NDCG@3": 0.47902, "NDCG@5": 0.49524, "P@1": 0.46935, "P@10": 0.10913, "P@100": 0.01144, "P@3": 0.27897, "P@5": 0.19429, "Recall@1": 0.30299, "Recall@10": 0.5735, "Recall@100": 0.59025, "Recall@3": 0.47775, "Recall@5": 0.52985}, "wikifacts-sents": {"MAP@1": 0.11127, "MAP@10": 0.17285, "MAP@100": 0.17473, "MAP@3": 0.15612, "MAP@5": 0.16634, "MRR@1": 0.18756, "MRR@10": 0.26705, "MRR@100": 0.26887, "MRR@3": 0.2505, "MRR@5": 0.26139, "NDCG@1": 0.18105, "NDCG@10": 0.21982, "NDCG@100": 0.22531, "NDCG@3": 0.19897, "NDCG@5": 0.20885, "P@1": 0.18665, "P@10": 0.05475, "P@100": 0.00597, "P@3": 0.12437, "P@5": 0.09166, "Recall@1": 0.11127, "Recall@10": 0.25716, "Recall@100": 0.27375, "Recall@3": 0.19518, "Recall@5": 0.22618}, "wikifacts-window_2": {"MAP@1": 0.09815, "MAP@10": 0.22684, "MAP@100": 0.23233, "MAP@3": 0.1831, "MAP@5": 0.20851, "MRR@1": 0.35064, "MRR@10": 0.44855, "MRR@100": 0.45013, "MRR@3": 0.42854, "MRR@5": 0.44176, "NDCG@1": 0.33743, "NDCG@10": 0.31388, "NDCG@100": 0.32156, "NDCG@3": 0.30777, "NDCG@5": 0.30531, "P@1": 0.34426, "P@10": 0.13266, "P@100": 0.0148, "P@3": 0.266, "P@5": 0.20856, "Recall@1": 0.09815, "Recall@10": 0.32089, "Recall@100": 0.3479, "Recall@3": 0.21527, "Recall@5": 0.26726}, "wikifacts-window_3": {"MAP@1": 0.07428, "MAP@10": 0.23534, "MAP@100": 0.24537, "MAP@3": 0.1723, "MAP@5": 0.20571, "MRR@1": 0.38843, "MRR@10": 0.47681, "MRR@100": 0.47878, "MRR@3": 0.45451, "MRR@5": 0.46956, "NDCG@1": 0.37871, "NDCG@10": 0.33628, "NDCG@100": 0.34153, "NDCG@3": 0.34279, "NDCG@5": 0.33859, "P@1": 0.38607, "P@10": 0.18885, "P@100": 0.02183, "P@3": 0.33843, "P@5": 0.27911, "Recall@1": 0.07428, "Recall@10": 0.31663, "Recall@100": 0.35228, "Recall@3": 0.19218, "Recall@5": 0.24998}, "wikifacts-window_4": {"MAP@1": 0.05906, "MAP@10": 0.23264, "MAP@100": 0.24725, "MAP@3": 0.14874, "MAP@5": 0.19372, "MRR@1": 0.40618, "MRR@10": 0.48843, "MRR@100": 0.49051, "MRR@3": 0.46594, "MRR@5": 0.48114, "NDCG@1": 0.39936, "NDCG@10": 0.34658, "NDCG@100": 0.34428, "NDCG@3": 0.37386, "NDCG@5": 0.35542, "P@1": 0.40708, "P@10": 0.23164, "P@100": 0.02757, "P@3": 0.37396, "P@5": 0.32498, "Recall@1": 0.05906, "Recall@10": 0.30177, "Recall@100": 0.3437, "Recall@3": 0.16184, "Recall@5": 0.22637}, "wikifacts-window_5": {"MAP@1": 0.04869, "MAP@10": 0.22493, "MAP@100": 0.2441, "MAP@3": 0.12626, "MAP@5": 0.17986, "MRR@1": 0.41704, "MRR@10": 0.49621, "MRR@100": 0.49859, "MRR@3": 0.47585, "MRR@5": 0.48782, "NDCG@1": 0.40789, "NDCG@10": 0.35244, "NDCG@100": 0.34132, "NDCG@3": 0.38997, "NDCG@5": 0.36456, "P@1": 0.41614, "P@10": 0.26725, "P@100": 0.03277, "P@3": 0.39251, "P@5": 0.35837, "Recall@1": 0.04869, "Recall@10": 0.28437, "Recall@100": 0.33223, "Recall@3": 0.13633, "Recall@5": 0.20442}, "wikifacts-window_6": {"MAP@1": 0.04341, "MAP@10": 0.21879, "MAP@100": 0.24304, "MAP@3": 0.11284, "MAP@5": 0.16537, "MRR@1": 0.43567, "MRR@10": 0.51065, "MRR@100": 0.51279, "MRR@3": 0.49087, "MRR@5": 0.50223, "NDCG@1": 0.42769, "NDCG@10": 0.36364, "NDCG@100": 0.34102, "NDCG@3": 0.40697, "NDCG@5": 0.38537, "P@1": 0.43658, "P@10": 0.29407, "P@100": 0.03703, "P@3": 0.40912, "P@5": 0.3808, "Recall@1": 0.04341, "Recall@10": 0.26966, "Recall@100": 0.32325, "Recall@3": 0.12093, "Recall@5": 0.18486}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "ai-forever/FRIDA", "date": "2026-08-06", "hardware": "cuda:0", "model_id": "ai-forever/FRIDA+Qwen/Qwen3-Reranker-4B", "model_name": "FRIDA+Qwen3-Reranker-4B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 190491.75, "scores": {"average": {"MAP@1": 0.32029, "MAP@10": 0.44727, "MAP@100": 0.45505, "MAP@3": 0.40546, "MAP@5": 0.42861, "MRR@1": 0.55255, "MRR@10": 0.63801, "MRR@100": 0.63913, "MRR@3": 0.62394, "MRR@5": 0.63319, "NDCG@1": 0.54387, "NDCG@10": 0.56704, "NDCG@100": 0.53214, "NDCG@3": 0.56559, "NDCG@5": 0.56703, "P@1": 0.54816, "P@10": 0.18944, "P@100": 0.02431, "P@3": 0.34947, "P@5": 0.27472, "Recall@1": 0.32029, "Recall@10": 0.55218, "Recall@100": 0.5757, "Recall@3": 0.45893, "Recall@5": 0.50588}, "datasets": {"legal_search_2004": {"MAP@1": 0.07142, "MAP@10": 0.22037, "MAP@100": 0.24507, "MAP@3": 0.13948, "MAP@5": 0.17419, "MRR@1": 0.58242, "MRR@10": 0.64332, "MRR@100": 0.64541, "MRR@3": 0.6337, "MRR@5": 0.64194, "NDCG@1": 0.58242, "NDCG@10": 0.47156, "NDCG@100": 0.34911, "NDCG@3": 0.53207, "NDCG@5": 0.51496, "P@1": 0.58242, "P@10": 0.36044, "P@100": 0.04879, "P@3": 0.49817, "P@5": 0.45275, "Recall@1": 0.07142, "Recall@10": 0.26159, "Recall@100": 0.30083, "Recall@3": 0.15199, "Recall@5": 0.19847}, "legal_search_2007": {"MAP@1": 0.03193, "MAP@10": 0.13409, "MAP@100": 0.17565, "MAP@3": 0.06076, "MAP@5": 0.08841, "MRR@1": 0.58, "MRR@10": 0.65217, "MRR@100": 0.65217, "MRR@3": 0.63667, "MRR@5": 0.64967, "NDCG@1": 0.58, "NDCG@10": 0.50514, "NDCG@100": 0.28821, "NDCG@3": 0.56388, "NDCG@5": 0.54771, "P@1": 0.58, "P@10": 0.462, "P@100": 0.0692, "P@3": 0.56, "P@5": 0.528, "Recall@1": 0.03193, "Recall@10": 0.16048, "Recall@100": 0.22427, "Recall@3": 0.06638, "Recall@5": 0.1035}, "ria-news": {"MAP@1": 0.7968, "MAP@10": 0.85127, "MAP@100": 0.85156, "MAP@3": 0.84565, "MAP@5": 0.84973, "MRR@1": 0.7968, "MRR@10": 0.85127, "MRR@100": 0.85156, "MRR@3": 0.84565, "MRR@5": 0.84973, "NDCG@1": 0.7968, "NDCG@10": 0.87124, "NDCG@100": 0.87227, "NDCG@3": 0.86025, "NDCG@5": 0.86756, "P@1": 0.7968, "P@10": 0.0931, "P@100": 0.00935, "P@3": 0.3007, "P@5": 0.18394, "Recall@1": 0.7968, "Recall@10": 0.931, "Recall@100": 0.935, "Recall@3": 0.9021, "Recall@5": 0.9197}, "ru-facts": {"MAP@1": 0.83891, "MAP@10": 0.9136, "MAP@100": 0.9136, "MAP@3": 0.9118, "MAP@5": 0.91333, "MRR@1": 0.84694, "MRR@10": 0.91751, "MRR@100": 0.91751, "MRR@3": 0.91581, "MRR@5": 0.91717, "NDCG@1": 0.83891, "NDCG@10": 0.93588, "NDCG@100": 0.93588, "NDCG@3": 0.93251, "NDCG@5": 0.93528, "P@1": 0.83891, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33051, "P@5": 0.19964, "Recall@1": 0.83891, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99152, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.50601, "MAP@10": 0.71173, "MAP@100": 0.71249, "MAP@3": 0.66582, "MAP@5": 0.69801, "MRR@1": 0.70804, "MRR@10": 0.79399, "MRR@100": 0.79415, "MRR@3": 0.78162, "MRR@5": 0.79057, "NDCG@1": 0.70804, "NDCG@10": 0.77402, "NDCG@100": 0.77554, "NDCG@3": 0.72186, "NDCG@5": 0.75365, "P@1": 0.70804, "P@10": 0.14314, "P@100": 0.01441, "P@3": 0.38593, "P@5": 0.2643, "Recall@1": 0.50601, "Recall@10": 0.86895, "Recall@100": 0.87332, "Recall@3": 0.74356, "Recall@5": 0.81884}, "rus-arguana": {"MAP@1": 0.41892, "MAP@10": 0.55825, "MAP@100": 0.55942, "MAP@3": 0.52952, "MAP@5": 0.54911, "MRR@1": 0.42034, "MRR@10": 0.55846, "MRR@100": 0.55963, "MRR@3": 0.5294, "MRR@5": 0.54935, "NDCG@1": 0.41892, "NDCG@10": 0.62182, "NDCG@100": 0.62552, "NDCG@3": 0.56474, "NDCG@5": 0.60012, "P@1": 0.41892, "P@10": 0.08186, "P@100": 0.00832, "P@3": 0.22214, "P@5": 0.1505, "Recall@1": 0.41892, "Recall@10": 0.81863, "Recall@100": 0.83215, "Recall@3": 0.66643, "Recall@5": 0.75249}, "rus-cqadupstack": {"MAP@1": 0.22376, "MAP@10": 0.29836, "MAP@100": 0.29983, "MAP@3": 0.28083, "MAP@5": 0.29149, "MRR@1": 0.26512, "MRR@10": 0.33777, "MRR@100": 0.33885, "MRR@3": 0.32186, "MRR@5": 0.33205, "NDCG@1": 0.2652, "NDCG@10": 0.33897, "NDCG@100": 0.34235, "NDCG@3": 0.31098, "NDCG@5": 0.32579, "P@1": 0.2652, "P@10": 0.05686, "P@100": 0.00601, "P@3": 0.14378, "P@5": 0.09926, "Recall@1": 0.22376, "Recall@10": 0.41868, "Recall@100": 0.4327, "Recall@3": 0.33997, "Recall@5": 0.37883}, "rus-fiqa": {"MAP@1": 0.20962, "MAP@10": 0.32936, "MAP@100": 0.33326, "MAP@3": 0.29434, "MAP@5": 0.31564, "MRR@1": 0.382, "MRR@10": 0.47284, "MRR@100": 0.47455, "MRR@3": 0.45567, "MRR@5": 0.46677, "NDCG@1": 0.382, "NDCG@10": 0.39892, "NDCG@100": 0.40755, "NDCG@3": 0.37587, "NDCG@5": 0.38398, "P@1": 0.382, "P@10": 0.1042, "P@100": 0.01124, "P@3": 0.24133, "P@5": 0.1752, "Recall@1": 0.20962, "Recall@10": 0.45446, "Recall@100": 0.48242, "Recall@3": 0.34963, "Recall@5": 0.4035}, "rus-miracl": {"MAP@1": 0.40263, "MAP@10": 0.69198, "MAP@100": 0.69701, "MAP@3": 0.60568, "MAP@5": 0.65769, "MRR@1": 0.76358, "MRR@10": 0.84662, "MRR@100": 0.8467, "MRR@3": 0.83786, "MRR@5": 0.84489, "NDCG@1": 0.76358, "NDCG@10": 0.77455, "NDCG@100": 0.78108, "NDCG@3": 0.74091, "NDCG@5": 0.7505, "P@1": 0.76358, "P@10": 0.21781, "P@100": 0.02261, "P@3": 0.5024, "P@5": 0.36805, "Recall@1": 0.40263, "Recall@10": 0.83648, "Recall@100": 0.85047, "Recall@3": 0.66909, "Recall@5": 0.75939}, "rus-mmarco": {"MAP@1": 0.17438, "MAP@10": 0.27924, "MAP@100": 0.28493, "MAP@3": 0.24405, "MAP@5": 0.26456, "MRR@1": 0.17908, "MRR@10": 0.28399, "MRR@100": 0.28954, "MRR@3": 0.24926, "MRR@5": 0.26959, "NDCG@1": 0.17923, "NDCG@10": 0.33988, "NDCG@100": 0.35986, "NDCG@3": 0.26822, "NDCG@5": 0.30485, "P@1": 0.17923, "P@10": 0.05513, "P@100": 0.00635, "P@3": 0.11519, "P@5": 0.08762, "Recall@1": 0.17438, "Recall@10": 0.52755, "Recall@100": 0.6043, "Recall@3": 0.33299, "Recall@5": 0.42085}, "rus-nfcorpus": {"MAP@1": 0.06422, "MAP@10": 0.13002, "MAP@100": 0.13797, "MAP@3": 0.1015, "MAP@5": 0.11524, "MRR@1": 0.47059, "MRR@10": 0.55073, "MRR@100": 0.55189, "MRR@3": 0.5356, "MRR@5": 0.54427, "NDCG@1": 0.45356, "NDCG@10": 0.34281, "NDCG@100": 0.23559, "NDCG@3": 0.41176, "NDCG@5": 0.38456, "P@1": 0.46749, "P@10": 0.24737, "P@100": 0.03161, "P@3": 0.38287, "P@5": 0.32755, "Recall@1": 0.06422, "Recall@10": 0.15355, "Recall@100": 0.16969, "Recall@3": 0.11058, "Recall@5": 0.13053}, "rus-quora": {"MAP@1": 0.58521, "MAP@10": 0.73167, "MAP@100": 0.73439, "MAP@3": 0.70039, "MAP@5": 0.72006, "MRR@1": 0.671, "MRR@10": 0.76317, "MRR@100": 0.76406, "MRR@3": 0.74867, "MRR@5": 0.75857, "NDCG@1": 0.671, "NDCG@10": 0.78055, "NDCG@100": 0.78553, "NDCG@3": 0.74378, "NDCG@5": 0.76442, "P@1": 0.671, "P@10": 0.12166, "P@100": 0.01265, "P@3": 0.33147, "P@5": 0.2208, "Recall@1": 0.58521, "Recall@10": 0.88549, "Recall@100": 0.90245, "Recall@3": 0.78473, "Recall@5": 0.83993}, "rus-scidocs": {"MAP@1": 0.0475, "MAP@10": 0.10594, "MAP@100": 0.10913, "MAP@3": 0.0815, "MAP@5": 0.09515, "MRR@1": 0.234, "MRR@10": 0.31909, "MRR@100": 0.32139, "MRR@3": 0.29717, "MRR@5": 0.31122, "NDCG@1": 0.234, "NDCG@10": 0.1737, "NDCG@100": 0.18192, "NDCG@3": 0.18079, "NDCG@5": 0.15345, "P@1": 0.234, "P@10": 0.0836, "P@100": 0.00928, "P@3": 0.166, "P@5": 0.1306, "Recall@1": 0.0475, "Recall@10": 0.16942, "Recall@100": 0.18832, "Recall@3": 0.10093, "Recall@5": 0.13238}, "rus-scifact": {"MAP@1": 0.62094, "MAP@10": 0.68901, "MAP@100": 0.69029, "MAP@3": 0.671, "MAP@5": 0.68366, "MRR@1": 0.65, "MRR@10": 0.7004, "MRR@100": 0.70107, "MRR@3": 0.68833, "MRR@5": 0.69583, "NDCG@1": 0.65, "NDCG@10": 0.71681, "NDCG@100": 0.72042, "NDCG@3": 0.69038, "NDCG@5": 0.70623, "P@1": 0.65, "P@10": 0.089, "P@100": 0.0091, "P@3": 0.26222, "P@5": 0.17, "Recall@1": 0.62094, "Recall@10": 0.78811, "Recall@100": 0.80089, "Recall@3": 0.71922, "Recall@5": 0.75928}, "rus-touche": {"MAP@1": 0.02955, "MAP@10": 0.1245, "MAP@100": 0.14176, "MAP@3": 0.06233, "MAP@5": 0.08977, "MRR@1": 0.44898, "MRR@10": 0.60011, "MRR@100": 0.60181, "MRR@3": 0.56803, "MRR@5": 0.58537, "NDCG@1": 0.41837, "NDCG@10": 0.321, "NDCG@100": 0.28792, "NDCG@3": 0.3664, "NDCG@5": 0.35394, "P@1": 0.44898, "P@10": 0.28776, "P@100": 0.03694, "P@3": 0.37415, "P@5": 0.36327, "Recall@1": 0.02955, "Recall@10": 0.19138, "Recall@100": 0.23956, "Recall@3": 0.07524, "Recall@5": 0.11968}, "rus-trec-covid": {"MAP@1": 0.00257, "MAP@10": 0.0226, "MAP@100": 0.03884, "MAP@3": 0.00733, "MAP@5": 0.01195, "MRR@1": 0.96, "MRR@10": 0.98, "MRR@100": 0.98, "MRR@3": 0.98, "MRR@5": 0.98, "NDCG@1": 0.95, "NDCG@10": 0.87358, "NDCG@100": 0.27237, "NDCG@3": 0.92335, "NDCG@5": 0.90522, "P@1": 0.96, "P@10": 0.906, "P@100": 0.1644, "P@3": 0.95333, "P@5": 0.936, "Recall@1": 0.00257, "Recall@10": 0.02354, "Recall@100": 0.0412, "Recall@3": 0.00748, "Recall@5": 0.01228}, "rus-tydiqa": {"MAP@1": 0.45955, "MAP@10": 0.61414, "MAP@100": 0.61585, "MAP@3": 0.58639, "MAP@5": 0.6059, "MRR@1": 0.49139, "MRR@10": 0.6356, "MRR@100": 0.63689, "MRR@3": 0.6169, "MRR@5": 0.62993, "NDCG@1": 0.49484, "NDCG@10": 0.67721, "NDCG@100": 0.68232, "NDCG@3": 0.62937, "NDCG@5": 0.66049, "P@1": 0.49484, "P@10": 0.09613, "P@100": 0.00985, "P@3": 0.26879, "P@5": 0.17935, "Recall@1": 0.45955, "Recall@10": 0.84122, "Recall@100": 0.85944, "Recall@3": 0.72332, "Recall@5": 0.79375}, "rus-xquad": {"MAP@1": 0.97395, "MAP@10": 0.98207, "MAP@100": 0.98207, "MAP@3": 0.98207, "MAP@5": 0.98207, "MRR@1": 0.97395, "MRR@10": 0.98207, "MRR@100": 0.98207, "MRR@3": 0.98207, "MRR@5": 0.98207, "NDCG@1": 0.97395, "NDCG@10": 0.98433, "NDCG@100": 0.98433, "NDCG@3": 0.98433, "NDCG@5": 0.98433, "P@1": 0.97395, "P@10": 0.09908, "P@100": 0.00991, "P@3": 0.33025, "P@5": 0.19815, "Recall@1": 0.97395, "Recall@10": 0.99076, "Recall@100": 0.99076, "Recall@3": 0.99076, "Recall@5": 0.99076}, "rus-xquad-sentences": {"MAP@1": 0.88025, "MAP@10": 0.91905, "MAP@100": 0.91932, "MAP@3": 0.91541, "MAP@5": 0.9181, "MRR@1": 0.88067, "MRR@10": 0.9193, "MRR@100": 0.91958, "MRR@3": 0.91583, "MRR@5": 0.91835, "NDCG@1": 0.88067, "NDCG@10": 0.93312, "NDCG@100": 0.93403, "NDCG@3": 0.92617, "NDCG@5": 0.93089, "P@1": 0.88067, "P@10": 0.09756, "P@100": 0.00979, "P@3": 0.31905, "P@5": 0.19378, "Recall@1": 0.88025, "Recall@10": 0.97479, "Recall@100": 0.97815, "Recall@3": 0.95672, "Recall@5": 0.96807}, "ruscibench-retrieval": {"MAP@1": 0.29178, "MAP@10": 0.53803, "MAP@100": 0.54595, "MAP@3": 0.4354, "MAP@5": 0.49774, "MRR@1": 0.81449, "MRR@10": 0.86107, "MRR@100": 0.86107, "MRR@3": 0.85459, "MRR@5": 0.8601, "NDCG@1": 0.81449, "NDCG@10": 0.64576, "NDCG@100": 0.65609, "NDCG@3": 0.68098, "NDCG@5": 0.65158, "P@1": 0.81449, "P@10": 0.25768, "P@100": 0.0271, "P@3": 0.52947, "P@5": 0.42203, "Recall@1": 0.29178, "Recall@10": 0.61837, "Recall@100": 0.64028, "Recall@3": 0.45351, "Recall@5": 0.54549}, "sberquad-retrieval": {"MAP@1": 0.35961, "MAP@10": 0.62735, "MAP@100": 0.62737, "MAP@3": 0.62493, "MAP@5": 0.62689, "MRR@1": 0.4716, "MRR@10": 0.68369, "MRR@100": 0.68371, "MRR@3": 0.68156, "MRR@5": 0.68332, "NDCG@1": 0.35961, "NDCG@10": 0.69994, "NDCG@100": 0.7, "NDCG@3": 0.69544, "NDCG@5": 0.69891, "P@1": 0.35961, "P@10": 0.09059, "P@100": 0.00906, "P@3": 0.29819, "P@5": 0.18058, "Recall@1": 0.35961, "Recall@10": 0.90588, "Recall@100": 0.90608, "Recall@3": 0.89456, "Recall@5": 0.9029}, "wikifacts-articles": {"MAP@1": 0.54964, "MAP@10": 0.69382, "MAP@100": 0.69407, "MAP@3": 0.6726, "MAP@5": 0.68851, "MRR@1": 0.70894, "MRR@10": 0.77661, "MRR@100": 0.77671, "MRR@3": 0.77418, "MRR@5": 0.77609, "NDCG@1": 0.70018, "NDCG@10": 0.73634, "NDCG@100": 0.73686, "NDCG@3": 0.71695, "NDCG@5": 0.72981, "P@1": 0.70894, "P@10": 0.11768, "P@100": 0.0118, "P@3": 0.35049, "P@5": 0.22668, "Recall@1": 0.54964, "Recall@10": 0.77643, "Recall@100": 0.77806, "Recall@3": 0.72906, "Recall@5": 0.76158}, "wikifacts-para": {"MAP@1": 0.29689, "MAP@10": 0.43495, "MAP@100": 0.43701, "MAP@3": 0.40245, "MAP@5": 0.42319, "MRR@1": 0.46236, "MRR@10": 0.56705, "MRR@100": 0.56769, "MRR@3": 0.55384, "MRR@5": 0.56337, "NDCG@1": 0.45398, "NDCG@10": 0.50585, "NDCG@100": 0.51022, "NDCG@3": 0.47342, "NDCG@5": 0.48997, "P@1": 0.46273, "P@10": 0.1074, "P@100": 0.01112, "P@3": 0.27535, "P@5": 0.19131, "Recall@1": 0.29689, "Recall@10": 0.57238, "Recall@100": 0.58523, "Recall@3": 0.47533, "Recall@5": 0.52905}, "wikifacts-sents": {"MAP@1": 0.12228, "MAP@10": 0.18999, "MAP@100": 0.19187, "MAP@3": 0.17124, "MAP@5": 0.18198, "MRR@1": 0.21342, "MRR@10": 0.29244, "MRR@100": 0.29407, "MRR@3": 0.27594, "MRR@5": 0.28606, "NDCG@1": 0.20085, "NDCG@10": 0.24073, "NDCG@100": 0.246, "NDCG@3": 0.21773, "NDCG@5": 0.22723, "P@1": 0.20709, "P@10": 0.05967, "P@100": 0.00644, "P@3": 0.13722, "P@5": 0.09872, "Recall@1": 0.12228, "Recall@10": 0.28311, "Recall@100": 0.29908, "Recall@3": 0.21271, "Recall@5": 0.24574}, "wikifacts-window_2": {"MAP@1": 0.09746, "MAP@10": 0.23582, "MAP@100": 0.24205, "MAP@3": 0.18858, "MAP@5": 0.21635, "MRR@1": 0.34444, "MRR@10": 0.45671, "MRR@100": 0.45806, "MRR@3": 0.43512, "MRR@5": 0.44985, "NDCG@1": 0.3357, "NDCG@10": 0.32697, "NDCG@100": 0.33535, "NDCG@3": 0.31691, "NDCG@5": 0.31723, "P@1": 0.3439, "P@10": 0.13954, "P@100": 0.01565, "P@3": 0.27687, "P@5": 0.21938, "Recall@1": 0.09746, "Recall@10": 0.33927, "Recall@100": 0.36774, "Recall@3": 0.22494, "Recall@5": 0.28209}, "wikifacts-window_3": {"MAP@1": 0.07577, "MAP@10": 0.24361, "MAP@100": 0.25432, "MAP@3": 0.17677, "MAP@5": 0.21228, "MRR@1": 0.39534, "MRR@10": 0.49355, "MRR@100": 0.49548, "MRR@3": 0.47257, "MRR@5": 0.48658, "NDCG@1": 0.38598, "NDCG@10": 0.34934, "NDCG@100": 0.35536, "NDCG@3": 0.35372, "NDCG@5": 0.35019, "P@1": 0.3948, "P@10": 0.197, "P@100": 0.02281, "P@3": 0.35109, "P@5": 0.28983, "Recall@1": 0.07577, "Recall@10": 0.33124, "Recall@100": 0.36922, "Recall@3": 0.1991, "Recall@5": 0.26032}, "wikifacts-window_4": {"MAP@1": 0.06068, "MAP@10": 0.24028, "MAP@100": 0.2563, "MAP@3": 0.15289, "MAP@5": 0.20064, "MRR@1": 0.42016, "MRR@10": 0.50903, "MRR@100": 0.51112, "MRR@3": 0.48934, "MRR@5": 0.50226, "NDCG@1": 0.40999, "NDCG@10": 0.35939, "NDCG@100": 0.35855, "NDCG@3": 0.38881, "NDCG@5": 0.36937, "P@1": 0.41962, "P@10": 0.23996, "P@100": 0.02874, "P@3": 0.39086, "P@5": 0.33867, "Recall@1": 0.06068, "Recall@10": 0.3135, "Recall@100": 0.35937, "Recall@3": 0.16856, "Recall@5": 0.23626}, "wikifacts-window_5": {"MAP@1": 0.05116, "MAP@10": 0.23272, "MAP@100": 0.25275, "MAP@3": 0.13052, "MAP@5": 0.18605, "MRR@1": 0.43518, "MRR@10": 0.51838, "MRR@100": 0.52058, "MRR@3": 0.49973, "MRR@5": 0.51035, "NDCG@1": 0.42599, "NDCG@10": 0.36606, "NDCG@100": 0.35572, "NDCG@3": 0.40544, "NDCG@5": 0.3787, "P@1": 0.43608, "P@10": 0.27607, "P@100": 0.03391, "P@3": 0.40834, "P@5": 0.372, "Recall@1": 0.05116, "Recall@10": 0.2958, "Recall@100": 0.34643, "Recall@3": 0.1419, "Recall@5": 0.21283}, "wikifacts-window_6": {"MAP@1": 0.04506, "MAP@10": 0.22707, "MAP@100": 0.25236, "MAP@3": 0.11721, "MAP@5": 0.17199, "MRR@1": 0.45309, "MRR@10": 0.53541, "MRR@100": 0.53753, "MRR@3": 0.51742, "MRR@5": 0.52723, "NDCG@1": 0.44399, "NDCG@10": 0.3787, "NDCG@100": 0.35618, "NDCG@3": 0.42497, "NDCG@5": 0.40288, "P@1": 0.45346, "P@10": 0.30537, "P@100": 0.03846, "P@3": 0.42842, "P@5": 0.39887, "Recall@1": 0.04506, "Recall@10": 0.28116, "Recall@100": 0.3378, "Recall@3": 0.12657, "Recall@5": 0.19379}}}, "source_url": "", "type": "reranker", "verified": true} {"base_model_id": "ai-forever/FRIDA", "date": "2026-08-08", "hardware": "cuda:1", "model_id": "ai-forever/FRIDA+Qwen/Qwen3-Reranker-8B", "model_name": "FRIDA+Qwen3-Reranker-8B", "notes": "", "organization": "Qwen", "rerank_top_k": 20, "runtime_seconds": 55816.27, "scores": {"average": {"MAP@1": 0.32585, "MAP@10": 0.4516, "MAP@100": 0.45946, "MAP@3": 0.41109, "MAP@5": 0.4335, "MRR@1": 0.55485, "MRR@10": 0.63987, "MRR@100": 0.64088, "MRR@3": 0.62559, "MRR@5": 0.63488, "NDCG@1": 0.54602, "NDCG@10": 0.56921, "NDCG@100": 0.53535, "NDCG@3": 0.56819, "NDCG@5": 0.56886, "P@1": 0.55036, "P@10": 0.18828, "P@100": 0.02431, "P@3": 0.35007, "P@5": 0.27301, "Recall@1": 0.32585, "Recall@10": 0.55292, "Recall@100": 0.5757, "Recall@3": 0.46292, "Recall@5": 0.50813}, "datasets": {"legal_search_2004": {"MAP@1": 0.07584, "MAP@10": 0.22447, "MAP@100": 0.25086, "MAP@3": 0.15375, "MAP@5": 0.18118, "MRR@1": 0.57143, "MRR@10": 0.63846, "MRR@100": 0.64057, "MRR@3": 0.63736, "MRR@5": 0.63736, "NDCG@1": 0.57143, "NDCG@10": 0.46864, "NDCG@100": 0.35381, "NDCG@3": 0.54719, "NDCG@5": 0.51386, "P@1": 0.57143, "P@10": 0.35275, "P@100": 0.04879, "P@3": 0.52015, "P@5": 0.44835, "Recall@1": 0.07584, "Recall@10": 0.26126, "Recall@100": 0.30083, "Recall@3": 0.16438, "Recall@5": 0.19898}, "legal_search_2007": {"MAP@1": 0.03116, "MAP@10": 0.11913, "MAP@100": 0.16509, "MAP@3": 0.05929, "MAP@5": 0.07693, "MRR@1": 0.5, "MRR@10": 0.6125, "MRR@100": 0.6125, "MRR@3": 0.59333, "MRR@5": 0.60333, "NDCG@1": 0.5, "NDCG@10": 0.46324, "NDCG@100": 0.27761, "NDCG@3": 0.48432, "NDCG@5": 0.46795, "P@1": 0.5, "P@10": 0.434, "P@100": 0.0692, "P@3": 0.47333, "P@5": 0.444, "Recall@1": 0.03116, "Recall@10": 0.15111, "Recall@100": 0.22427, "Recall@3": 0.06788, "Recall@5": 0.08992}, "ria-news": {"MAP@1": 0.8158, "MAP@10": 0.86364, "MAP@100": 0.86389, "MAP@3": 0.85903, "MAP@5": 0.86233, "MRR@1": 0.8158, "MRR@10": 0.86364, "MRR@100": 0.86389, "MRR@3": 0.85903, "MRR@5": 0.86233, "NDCG@1": 0.8158, "NDCG@10": 0.88071, "NDCG@100": 0.8816, "NDCG@3": 0.87179, "NDCG@5": 0.87765, "P@1": 0.8158, "P@10": 0.09316, "P@100": 0.00935, "P@3": 0.30277, "P@5": 0.18446, "Recall@1": 0.8158, "Recall@10": 0.9316, "Recall@100": 0.935, "Recall@3": 0.9083, "Recall@5": 0.9223}, "ru-facts": {"MAP@1": 0.83311, "MAP@10": 0.91042, "MAP@100": 0.91042, "MAP@3": 0.90852, "MAP@5": 0.91042, "MRR@1": 0.8407, "MRR@10": 0.91418, "MRR@100": 0.91418, "MRR@3": 0.91239, "MRR@5": 0.91411, "NDCG@1": 0.83311, "NDCG@10": 0.93353, "NDCG@100": 0.93353, "NDCG@3": 0.93008, "NDCG@5": 0.93353, "P@1": 0.83311, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33051, "P@5": 0.2, "Recall@1": 0.83311, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99152, "Recall@5": 1.0}, "rubq": {"MAP@1": 0.4966, "MAP@10": 0.71085, "MAP@100": 0.71146, "MAP@3": 0.66763, "MAP@5": 0.69906, "MRR@1": 0.70035, "MRR@10": 0.79185, "MRR@100": 0.7919, "MRR@3": 0.77994, "MRR@5": 0.78955, "NDCG@1": 0.70035, "NDCG@10": 0.77358, "NDCG@100": 0.77462, "NDCG@3": 0.7251, "NDCG@5": 0.75655, "P@1": 0.70035, "P@10": 0.14338, "P@100": 0.01441, "P@3": 0.39263, "P@5": 0.26809, "Recall@1": 0.4966, "Recall@10": 0.8705, "Recall@100": 0.87332, "Recall@3": 0.75428, "Recall@5": 0.82895}, "rus-arguana": {"MAP@1": 0.49858, "MAP@10": 0.61621, "MAP@100": 0.6168, "MAP@3": 0.59376, "MAP@5": 0.6103, "MRR@1": 0.5, "MRR@10": 0.61638, "MRR@100": 0.61696, "MRR@3": 0.59376, "MRR@5": 0.61048, "NDCG@1": 0.49858, "NDCG@10": 0.66766, "NDCG@100": 0.66957, "NDCG@3": 0.62451, "NDCG@5": 0.65405, "P@1": 0.49858, "P@10": 0.0825, "P@100": 0.00832, "P@3": 0.23779, "P@5": 0.1569, "Recall@1": 0.49858, "Recall@10": 0.82504, "Recall@100": 0.83215, "Recall@3": 0.71337, "Recall@5": 0.7845}, "rus-cqadupstack": {"MAP@1": 0.21306, "MAP@10": 0.29004, "MAP@100": 0.29159, "MAP@3": 0.27067, "MAP@5": 0.28275, "MRR@1": 0.25333, "MRR@10": 0.32944, "MRR@100": 0.33058, "MRR@3": 0.31232, "MRR@5": 0.32343, "NDCG@1": 0.2534, "NDCG@10": 0.33251, "NDCG@100": 0.33611, "NDCG@3": 0.30146, "NDCG@5": 0.31862, "P@1": 0.2534, "P@10": 0.05682, "P@100": 0.00601, "P@3": 0.14069, "P@5": 0.09868, "Recall@1": 0.21306, "Recall@10": 0.41791, "Recall@100": 0.4327, "Recall@3": 0.3316, "Recall@5": 0.37643}, "rus-fiqa": {"MAP@1": 0.24086, "MAP@10": 0.34869, "MAP@100": 0.35213, "MAP@3": 0.31198, "MAP@5": 0.3353, "MRR@1": 0.426, "MRR@10": 0.49948, "MRR@100": 0.50092, "MRR@3": 0.48233, "MRR@5": 0.49423, "NDCG@1": 0.426, "NDCG@10": 0.4157, "NDCG@100": 0.42295, "NDCG@3": 0.38999, "NDCG@5": 0.401, "P@1": 0.426, "P@10": 0.1048, "P@100": 0.01124, "P@3": 0.24133, "P@5": 0.178, "Recall@1": 0.24086, "Recall@10": 0.45926, "Recall@100": 0.48242, "Recall@3": 0.35167, "Recall@5": 0.40781}, "rus-miracl": {"MAP@1": 0.41453, "MAP@10": 0.7054, "MAP@100": 0.71029, "MAP@3": 0.61866, "MAP@5": 0.67436, "MRR@1": 0.78355, "MRR@10": 0.85852, "MRR@100": 0.8586, "MRR@3": 0.85011, "MRR@5": 0.85654, "NDCG@1": 0.78355, "NDCG@10": 0.78398, "NDCG@100": 0.79025, "NDCG@3": 0.75193, "NDCG@5": 0.76385, "P@1": 0.78355, "P@10": 0.21837, "P@100": 0.02261, "P@3": 0.50852, "P@5": 0.37492, "Recall@1": 0.41453, "Recall@10": 0.83668, "Recall@100": 0.85047, "Recall@3": 0.67317, "Recall@5": 0.76762}, "rus-mmarco": {"MAP@1": 0.17913, "MAP@10": 0.28344, "MAP@100": 0.28904, "MAP@3": 0.24854, "MAP@5": 0.26888, "MRR@1": 0.18424, "MRR@10": 0.28827, "MRR@100": 0.29372, "MRR@3": 0.25365, "MRR@5": 0.27387, "NDCG@1": 0.18424, "NDCG@10": 0.34363, "NDCG@100": 0.36314, "NDCG@3": 0.27267, "NDCG@5": 0.30897, "P@1": 0.18424, "P@10": 0.05532, "P@100": 0.00635, "P@3": 0.11633, "P@5": 0.08817, "Recall@1": 0.17913, "Recall@10": 0.52972, "Recall@100": 0.6043, "Recall@3": 0.3377, "Recall@5": 0.42467}, "rus-nfcorpus": {"MAP@1": 0.06557, "MAP@10": 0.12949, "MAP@100": 0.13716, "MAP@3": 0.09884, "MAP@5": 0.11397, "MRR@1": 0.47678, "MRR@10": 0.54606, "MRR@100": 0.54756, "MRR@3": 0.52786, "MRR@5": 0.54118, "NDCG@1": 0.45975, "NDCG@10": 0.34287, "NDCG@100": 0.23525, "NDCG@3": 0.40768, "NDCG@5": 0.38712, "P@1": 0.47368, "P@10": 0.24675, "P@100": 0.03161, "P@3": 0.37668, "P@5": 0.33189, "Recall@1": 0.06557, "Recall@10": 0.15495, "Recall@100": 0.16969, "Recall@3": 0.10544, "Recall@5": 0.13047}, "rus-quora": {"MAP@1": 0.52941, "MAP@10": 0.68716, "MAP@100": 0.69029, "MAP@3": 0.64897, "MAP@5": 0.67262, "MRR@1": 0.6046, "MRR@10": 0.71501, "MRR@100": 0.71623, "MRR@3": 0.6929, "MRR@5": 0.70849, "NDCG@1": 0.6044, "NDCG@10": 0.74529, "NDCG@100": 0.75158, "NDCG@3": 0.69361, "NDCG@5": 0.72341, "P@1": 0.6044, "P@10": 0.12098, "P@100": 0.01265, "P@3": 0.31273, "P@5": 0.21436, "Recall@1": 0.52941, "Recall@10": 0.88088, "Recall@100": 0.90245, "Recall@3": 0.74589, "Recall@5": 0.81984}, "rus-scidocs": {"MAP@1": 0.0423, "MAP@10": 0.101, "MAP@100": 0.10425, "MAP@3": 0.07557, "MAP@5": 0.08911, "MRR@1": 0.209, "MRR@10": 0.30212, "MRR@100": 0.30453, "MRR@3": 0.275, "MRR@5": 0.2936, "NDCG@1": 0.209, "NDCG@10": 0.16781, "NDCG@100": 0.17651, "NDCG@3": 0.16779, "NDCG@5": 0.14594, "P@1": 0.209, "P@10": 0.083, "P@100": 0.00928, "P@3": 0.155, "P@5": 0.1268, "Recall@1": 0.0423, "Recall@10": 0.16827, "Recall@100": 0.18832, "Recall@3": 0.09438, "Recall@5": 0.12877}, "rus-scifact": {"MAP@1": 0.63094, "MAP@10": 0.69541, "MAP@100": 0.69666, "MAP@3": 0.68078, "MAP@5": 0.69011, "MRR@1": 0.66, "MRR@10": 0.7086, "MRR@100": 0.70899, "MRR@3": 0.70056, "MRR@5": 0.70439, "NDCG@1": 0.66, "NDCG@10": 0.72247, "NDCG@100": 0.7256, "NDCG@3": 0.70233, "NDCG@5": 0.71165, "P@1": 0.66, "P@10": 0.08933, "P@100": 0.0091, "P@3": 0.26889, "P@5": 0.17, "Recall@1": 0.63094, "Recall@10": 0.78978, "Recall@100": 0.80089, "Recall@3": 0.73506, "Recall@5": 0.76}, "rus-touche": {"MAP@1": 0.02527, "MAP@10": 0.11606, "MAP@100": 0.13571, "MAP@3": 0.06198, "MAP@5": 0.08582, "MRR@1": 0.36735, "MRR@10": 0.55089, "MRR@100": 0.55089, "MRR@3": 0.5068, "MRR@5": 0.53129, "NDCG@1": 0.34694, "NDCG@10": 0.30371, "NDCG@100": 0.27909, "NDCG@3": 0.33953, "NDCG@5": 0.32737, "P@1": 0.36735, "P@10": 0.27959, "P@100": 0.03694, "P@3": 0.36735, "P@5": 0.33878, "Recall@1": 0.02527, "Recall@10": 0.18601, "Recall@100": 0.23956, "Recall@3": 0.07628, "Recall@5": 0.11791}, "rus-trec-covid": {"MAP@1": 0.00249, "MAP@10": 0.02258, "MAP@100": 0.03893, "MAP@3": 0.0074, "MAP@5": 0.01213, "MRR@1": 0.96, "MRR@10": 0.98, "MRR@100": 0.98, "MRR@3": 0.98, "MRR@5": 0.98, "NDCG@1": 0.93, "NDCG@10": 0.87653, "NDCG@100": 0.27276, "NDCG@3": 0.92827, "NDCG@5": 0.91694, "P@1": 0.96, "P@10": 0.904, "P@100": 0.1644, "P@3": 0.96667, "P@5": 0.952, "Recall@1": 0.00249, "Recall@10": 0.02339, "Recall@100": 0.0412, "Recall@3": 0.00752, "Recall@5": 0.0124}, "rus-tydiqa": {"MAP@1": 0.47275, "MAP@10": 0.62652, "MAP@100": 0.62772, "MAP@3": 0.59909, "MAP@5": 0.61853, "MRR@1": 0.50775, "MRR@10": 0.64974, "MRR@100": 0.6504, "MRR@3": 0.63009, "MRR@5": 0.64446, "NDCG@1": 0.51119, "NDCG@10": 0.68873, "NDCG@100": 0.69191, "NDCG@3": 0.64256, "NDCG@5": 0.67271, "P@1": 0.51119, "P@10": 0.0969, "P@100": 0.00985, "P@3": 0.27367, "P@5": 0.1821, "Recall@1": 0.47275, "Recall@10": 0.84854, "Recall@100": 0.85944, "Recall@3": 0.7368, "Recall@5": 0.80364}, "rus-xquad": {"MAP@1": 0.97899, "MAP@10": 0.98473, "MAP@100": 0.98473, "MAP@3": 0.98473, "MAP@5": 0.98473, "MRR@1": 0.97899, "MRR@10": 0.98473, "MRR@100": 0.98473, "MRR@3": 0.98473, "MRR@5": 0.98473, "NDCG@1": 0.97899, "NDCG@10": 0.9863, "NDCG@100": 0.9863, "NDCG@3": 0.9863, "NDCG@5": 0.9863, "P@1": 0.97899, "P@10": 0.09908, "P@100": 0.00991, "P@3": 0.33025, "P@5": 0.19815, "Recall@1": 0.97899, "Recall@10": 0.99076, "Recall@100": 0.99076, "Recall@3": 0.99076, "Recall@5": 0.99076}, "rus-xquad-sentences": {"MAP@1": 0.89958, "MAP@10": 0.93226, "MAP@100": 0.93226, "MAP@3": 0.92913, "MAP@5": 0.93169, "MRR@1": 0.9, "MRR@10": 0.9324, "MRR@100": 0.9324, "MRR@3": 0.92927, "MRR@5": 0.93183, "NDCG@1": 0.9, "NDCG@10": 0.94386, "NDCG@100": 0.94386, "NDCG@3": 0.93794, "NDCG@5": 0.94249, "P@1": 0.9, "P@10": 0.0979, "P@100": 0.00979, "P@3": 0.32129, "P@5": 0.19496, "Recall@1": 0.89958, "Recall@10": 0.97815, "Recall@100": 0.97815, "Recall@3": 0.96303, "Recall@5": 0.97395}, "ruscibench-retrieval": {"MAP@1": 0.29809, "MAP@10": 0.5507, "MAP@100": 0.55613, "MAP@3": 0.4484, "MAP@5": 0.50579, "MRR@1": 0.84348, "MRR@10": 0.87807, "MRR@100": 0.87807, "MRR@3": 0.87391, "MRR@5": 0.87652, "NDCG@1": 0.84348, "NDCG@10": 0.65651, "NDCG@100": 0.66388, "NDCG@3": 0.70421, "NDCG@5": 0.6608, "P@1": 0.84348, "P@10": 0.26116, "P@100": 0.0271, "P@3": 0.55169, "P@5": 0.42435, "Recall@1": 0.29809, "Recall@10": 0.62487, "Recall@100": 0.64028, "Recall@3": 0.46562, "Recall@5": 0.54504}, "sberquad-retrieval": {"MAP@1": 0.35663, "MAP@10": 0.62779, "MAP@100": 0.62782, "MAP@3": 0.62626, "MAP@5": 0.62766, "MRR@1": 0.47081, "MRR@10": 0.68504, "MRR@100": 0.68507, "MRR@3": 0.68351, "MRR@5": 0.6849, "NDCG@1": 0.35663, "NDCG@10": 0.70035, "NDCG@100": 0.70045, "NDCG@3": 0.69749, "NDCG@5": 0.70002, "P@1": 0.35663, "P@10": 0.09057, "P@100": 0.00906, "P@3": 0.29951, "P@5": 0.18094, "Recall@1": 0.35663, "Recall@10": 0.90568, "Recall@100": 0.90608, "Recall@3": 0.89853, "Recall@5": 0.90469}, "wikifacts-articles": {"MAP@1": 0.55944, "MAP@10": 0.70128, "MAP@100": 0.70158, "MAP@3": 0.68097, "MAP@5": 0.69667, "MRR@1": 0.71989, "MRR@10": 0.78393, "MRR@100": 0.78396, "MRR@3": 0.7819, "MRR@5": 0.78354, "NDCG@1": 0.71095, "NDCG@10": 0.74176, "NDCG@100": 0.7423, "NDCG@3": 0.72336, "NDCG@5": 0.73618, "P@1": 0.71971, "P@10": 0.11757, "P@100": 0.0118, "P@3": 0.35268, "P@5": 0.22774, "Recall@1": 0.55944, "Recall@10": 0.77652, "Recall@100": 0.77806, "Recall@3": 0.73211, "Recall@5": 0.76378}, "wikifacts-para": {"MAP@1": 0.31778, "MAP@10": 0.45025, "MAP@100": 0.45236, "MAP@3": 0.42033, "MAP@5": 0.43942, "MRR@1": 0.48942, "MRR@10": 0.58525, "MRR@100": 0.58579, "MRR@3": 0.57393, "MRR@5": 0.58215, "NDCG@1": 0.48113, "NDCG@10": 0.51797, "NDCG@100": 0.52226, "NDCG@3": 0.48958, "NDCG@5": 0.50372, "P@1": 0.48978, "P@10": 0.10758, "P@100": 0.01112, "P@3": 0.28094, "P@5": 0.19319, "Recall@1": 0.31778, "Recall@10": 0.5726, "Recall@100": 0.58523, "Recall@3": 0.48516, "Recall@5": 0.53331}, "wikifacts-sents": {"MAP@1": 0.12898, "MAP@10": 0.1948, "MAP@100": 0.1968, "MAP@3": 0.17629, "MAP@5": 0.18763, "MRR@1": 0.22373, "MRR@10": 0.29974, "MRR@100": 0.30123, "MRR@3": 0.28341, "MRR@5": 0.29376, "NDCG@1": 0.21215, "NDCG@10": 0.24519, "NDCG@100": 0.2505, "NDCG@3": 0.22285, "NDCG@5": 0.23311, "P@1": 0.21794, "P@10": 0.05949, "P@100": 0.00644, "P@3": 0.13728, "P@5": 0.09987, "Recall@1": 0.12898, "Recall@10": 0.28343, "Recall@100": 0.29908, "Recall@3": 0.21513, "Recall@5": 0.24924}, "wikifacts-window_2": {"MAP@1": 0.10369, "MAP@10": 0.24212, "MAP@100": 0.24807, "MAP@3": 0.19567, "MAP@5": 0.22291, "MRR@1": 0.36266, "MRR@10": 0.46824, "MRR@100": 0.46979, "MRR@3": 0.44906, "MRR@5": 0.46187, "NDCG@1": 0.35719, "NDCG@10": 0.33319, "NDCG@100": 0.3411, "NDCG@3": 0.3279, "NDCG@5": 0.32479, "P@1": 0.36339, "P@10": 0.14036, "P@100": 0.01565, "P@3": 0.28349, "P@5": 0.22153, "Recall@1": 0.10369, "Recall@10": 0.34039, "Recall@100": 0.36774, "Recall@3": 0.22938, "Recall@5": 0.28515}, "wikifacts-window_3": {"MAP@1": 0.07856, "MAP@10": 0.24937, "MAP@100": 0.25989, "MAP@3": 0.1838, "MAP@5": 0.21888, "MRR@1": 0.40535, "MRR@10": 0.49895, "MRR@100": 0.50069, "MRR@3": 0.47794, "MRR@5": 0.49162, "NDCG@1": 0.39771, "NDCG@10": 0.35482, "NDCG@100": 0.3599, "NDCG@3": 0.36417, "NDCG@5": 0.35802, "P@1": 0.40462, "P@10": 0.19815, "P@100": 0.02281, "P@3": 0.36061, "P@5": 0.29478, "Recall@1": 0.07856, "Recall@10": 0.33274, "Recall@100": 0.36922, "Recall@3": 0.20469, "Recall@5": 0.26397}, "wikifacts-window_4": {"MAP@1": 0.06285, "MAP@10": 0.24511, "MAP@100": 0.26054, "MAP@3": 0.15734, "MAP@5": 0.20515, "MRR@1": 0.43397, "MRR@10": 0.51564, "MRR@100": 0.51757, "MRR@3": 0.49531, "MRR@5": 0.50876, "NDCG@1": 0.42561, "NDCG@10": 0.3645, "NDCG@100": 0.36207, "NDCG@3": 0.39611, "NDCG@5": 0.37557, "P@1": 0.43324, "P@10": 0.24218, "P@100": 0.02874, "P@3": 0.39552, "P@5": 0.34213, "Recall@1": 0.06285, "Recall@10": 0.31551, "Recall@100": 0.35937, "Recall@3": 0.17128, "Recall@5": 0.23875}, "wikifacts-window_5": {"MAP@1": 0.05151, "MAP@10": 0.23648, "MAP@100": 0.25628, "MAP@3": 0.13409, "MAP@5": 0.1912, "MRR@1": 0.43735, "MRR@10": 0.51976, "MRR@100": 0.5219, "MRR@3": 0.5006, "MRR@5": 0.51204, "NDCG@1": 0.42928, "NDCG@10": 0.3693, "NDCG@100": 0.35806, "NDCG@3": 0.41357, "NDCG@5": 0.38588, "P@1": 0.43772, "P@10": 0.27704, "P@100": 0.03391, "P@3": 0.41741, "P@5": 0.37886, "Recall@1": 0.05151, "Recall@10": 0.2963, "Recall@100": 0.34643, "Recall@3": 0.14511, "Recall@5": 0.21699}, "wikifacts-window_6": {"MAP@1": 0.04601, "MAP@10": 0.23108, "MAP@100": 0.25561, "MAP@3": 0.12003, "MAP@5": 0.17589, "MRR@1": 0.46416, "MRR@10": 0.53946, "MRR@100": 0.54178, "MRR@3": 0.52123, "MRR@5": 0.53128, "NDCG@1": 0.45361, "NDCG@10": 0.38263, "NDCG@100": 0.35846, "NDCG@3": 0.43311, "NDCG@5": 0.40877, "P@1": 0.46289, "P@10": 0.30731, "P@100": 0.03846, "P@3": 0.43634, "P@5": 0.40319, "Recall@1": 0.04601, "Recall@10": 0.28272, "Recall@100": 0.3378, "Recall@3": 0.12867, "Recall@5": 0.19585}}}, "source_url": "", "type": "reranker", "verified": true} {"date": "2026-08-17", "hardware": "cuda", "model_id": "ai-sage/Giga-Retrieval-instruct", "model_name": "Giga-Retrieval-instruct", "notes": "", "organization": "ai-sage", "runtime_seconds": 14109.01, "scores": {"average": {"MAP@1": 0.27718, "MAP@10": 0.4014, "MAP@100": 0.43639, "MAP@3": 0.35506, "MAP@5": 0.3783, "MRR@1": 0.51426, "MRR@10": 0.61206, "MRR@100": 0.6169, "MRR@3": 0.59124, "MRR@5": 0.60397, "NDCG@1": 0.50328, "NDCG@10": 0.5397, "NDCG@100": 0.56964, "NDCG@3": 0.52756, "NDCG@5": 0.53154, "P@1": 0.50994, "P@10": 0.20528, "P@100": 0.06637, "P@3": 0.34136, "P@5": 0.27757, "Recall@1": 0.27718, "Recall@10": 0.52523, "Recall@100": 0.69607, "Recall@3": 0.40898, "Recall@5": 0.46003}, "datasets": {"legal_search_2004": {"MAP@1": 0.06891, "MAP@10": 0.19329, "MAP@100": 0.29391, "MAP@3": 0.1242, "MAP@5": 0.15286, "MRR@1": 0.6044, "MRR@10": 0.65027, "MRR@100": 0.65497, "MRR@3": 0.64286, "MRR@5": 0.6478, "NDCG@1": 0.6044, "NDCG@10": 0.44862, "NDCG@100": 0.45532, "NDCG@3": 0.52668, "NDCG@5": 0.49498, "P@1": 0.6044, "P@10": 0.34066, "P@100": 0.10879, "P@3": 0.49451, "P@5": 0.43077, "Recall@1": 0.06891, "Recall@10": 0.24519, "Recall@100": 0.50611, "Recall@3": 0.13015, "Recall@5": 0.17429}, "legal_search_2007": {"MAP@1": 0.03219, "MAP@10": 0.11553, "MAP@100": 0.2451, "MAP@3": 0.0556, "MAP@5": 0.07629, "MRR@1": 0.52, "MRR@10": 0.59686, "MRR@100": 0.60054, "MRR@3": 0.58, "MRR@5": 0.594, "NDCG@1": 0.52, "NDCG@10": 0.44942, "NDCG@100": 0.40215, "NDCG@3": 0.48388, "NDCG@5": 0.47936, "P@1": 0.52, "P@10": 0.414, "P@100": 0.1568, "P@3": 0.47333, "P@5": 0.464, "Recall@1": 0.03219, "Recall@10": 0.13682, "Recall@100": 0.41775, "Recall@3": 0.05994, "Recall@5": 0.0866}, "ru-facts": {"MAP@1": 0.84025, "MAP@10": 0.9152, "MAP@100": 0.9152, "MAP@3": 0.91418, "MAP@5": 0.915, "MRR@1": 0.83668, "MRR@10": 0.91319, "MRR@100": 0.91319, "MRR@3": 0.91217, "MRR@5": 0.91299, "NDCG@1": 0.84025, "NDCG@10": 0.93713, "NDCG@100": 0.93713, "NDCG@3": 0.9352, "NDCG@5": 0.93668, "P@1": 0.84025, "P@10": 0.1, "P@100": 0.01, "P@3": 0.3317, "P@5": 0.19973, "Recall@1": 0.84025, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99509, "Recall@5": 0.99866}, "rubq": {"MAP@1": 0.46715, "MAP@10": 0.67844, "MAP@100": 0.68633, "MAP@3": 0.62383, "MAP@5": 0.6589, "MRR@1": 0.66076, "MRR@10": 0.76247, "MRR@100": 0.76479, "MRR@3": 0.74596, "MRR@5": 0.7571, "NDCG@1": 0.66076, "NDCG@10": 0.75241, "NDCG@100": 0.7765, "NDCG@3": 0.68442, "NDCG@5": 0.72161, "P@1": 0.66076, "P@10": 0.1448, "P@100": 0.01629, "P@3": 0.37096, "P@5": 0.25757, "Recall@1": 0.46715, "Recall@10": 0.88047, "Recall@100": 0.97194, "Recall@3": 0.71455, "Recall@5": 0.80268}, "rus-arguana": {"MAP@1": 0.24893, "MAP@10": 0.40362, "MAP@100": 0.41422, "MAP@3": 0.35349, "MAP@5": 0.38236, "MRR@1": 0.24893, "MRR@10": 0.40354, "MRR@100": 0.41415, "MRR@3": 0.3536, "MRR@5": 0.3823, "NDCG@1": 0.24893, "NDCG@10": 0.49179, "NDCG@100": 0.5376, "NDCG@3": 0.38848, "NDCG@5": 0.44043, "P@1": 0.24893, "P@10": 0.07745, "P@100": 0.00977, "P@3": 0.16335, "P@5": 0.12319, "Recall@1": 0.24893, "Recall@10": 0.77454, "Recall@100": 0.97653, "Recall@3": 0.49004, "Recall@5": 0.61593}, "rus-fiqa": {"MAP@1": 0.28188, "MAP@10": 0.4804, "MAP@100": 0.50103, "MAP@3": 0.41534, "MAP@5": 0.45063, "MRR@1": 0.528, "MRR@10": 0.62326, "MRR@100": 0.62913, "MRR@3": 0.60433, "MRR@5": 0.61423, "NDCG@1": 0.528, "NDCG@10": 0.56711, "NDCG@100": 0.62588, "NDCG@3": 0.51849, "NDCG@5": 0.53176, "P@1": 0.528, "P@10": 0.1584, "P@100": 0.02184, "P@3": 0.346, "P@5": 0.2512, "Recall@1": 0.28188, "Recall@10": 0.66114, "Recall@100": 0.87755, "Recall@3": 0.47938, "Recall@5": 0.55837}, "rus-nfcorpus": {"MAP@1": 0.05389, "MAP@10": 0.12164, "MAP@100": 0.15313, "MAP@3": 0.08927, "MAP@5": 0.10379, "MRR@1": 0.44892, "MRR@10": 0.53728, "MRR@100": 0.54171, "MRR@3": 0.51445, "MRR@5": 0.5273, "NDCG@1": 0.43653, "NDCG@10": 0.33626, "NDCG@100": 0.30324, "NDCG@3": 0.39113, "NDCG@5": 0.36894, "P@1": 0.44892, "P@10": 0.24954, "P@100": 0.07653, "P@3": 0.36739, "P@5": 0.32012, "Recall@1": 0.05389, "Recall@10": 0.1625, "Recall@100": 0.30491, "Recall@3": 0.10119, "Recall@5": 0.12559}, "rus-quora": {"MAP@1": 0.60515, "MAP@10": 0.74271, "MAP@100": 0.75042, "MAP@3": 0.71005, "MAP@5": 0.73043, "MRR@1": 0.696, "MRR@10": 0.77729, "MRR@100": 0.77995, "MRR@3": 0.76097, "MRR@5": 0.77195, "NDCG@1": 0.6962, "NDCG@10": 0.79103, "NDCG@100": 0.8128, "NDCG@3": 0.75088, "NDCG@5": 0.77287, "P@1": 0.6962, "P@10": 0.12258, "P@100": 0.01438, "P@3": 0.3306, "P@5": 0.22172, "Recall@1": 0.60515, "Recall@10": 0.89289, "Recall@100": 0.97579, "Recall@3": 0.78213, "Recall@5": 0.84055}, "rus-scidocs": {"MAP@1": 0.04035, "MAP@10": 0.09934, "MAP@100": 0.11614, "MAP@3": 0.07283, "MAP@5": 0.08542, "MRR@1": 0.199, "MRR@10": 0.29802, "MRR@100": 0.3096, "MRR@3": 0.26917, "MRR@5": 0.28567, "NDCG@1": 0.199, "NDCG@10": 0.16959, "NDCG@100": 0.23867, "NDCG@3": 0.16424, "NDCG@5": 0.14168, "P@1": 0.199, "P@10": 0.0872, "P@100": 0.01867, "P@3": 0.15433, "P@5": 0.1238, "Recall@1": 0.04035, "Recall@10": 0.17722, "Recall@100": 0.3796, "Recall@3": 0.09408, "Recall@5": 0.12577}, "rus-scifact": {"MAP@1": 0.56611, "MAP@10": 0.66448, "MAP@100": 0.6703, "MAP@3": 0.63671, "MAP@5": 0.65488, "MRR@1": 0.59333, "MRR@10": 0.67686, "MRR@100": 0.6807, "MRR@3": 0.65667, "MRR@5": 0.66967, "NDCG@1": 0.59333, "NDCG@10": 0.70956, "NDCG@100": 0.73334, "NDCG@3": 0.66376, "NDCG@5": 0.68964, "P@1": 0.59333, "P@10": 0.094, "P@100": 0.0107, "P@3": 0.25889, "P@5": 0.17267, "Recall@1": 0.56611, "Recall@10": 0.83356, "Recall@100": 0.94, "Recall@3": 0.71339, "Recall@5": 0.77667}, "rus-touche": {"MAP@1": 0.01813, "MAP@10": 0.09012, "MAP@100": 0.14486, "MAP@3": 0.04226, "MAP@5": 0.06176, "MRR@1": 0.26531, "MRR@10": 0.43605, "MRR@100": 0.44314, "MRR@3": 0.38095, "MRR@5": 0.41769, "NDCG@1": 0.2449, "NDCG@10": 0.25165, "NDCG@100": 0.35797, "NDCG@3": 0.25248, "NDCG@5": 0.25766, "P@1": 0.26531, "P@10": 0.23878, "P@100": 0.07735, "P@3": 0.27891, "P@5": 0.27755, "Recall@1": 0.01813, "Recall@10": 0.16207, "Recall@100": 0.46838, "Recall@3": 0.05647, "Recall@5": 0.09479}, "rus-trec-covid": {"MAP@1": 0.00243, "MAP@10": 0.02156, "MAP@100": 0.13118, "MAP@3": 0.00662, "MAP@5": 0.01099, "MRR@1": 0.92, "MRR@10": 0.95667, "MRR@100": 0.95667, "MRR@3": 0.95667, "MRR@5": 0.95667, "NDCG@1": 0.85, "NDCG@10": 0.8384, "NDCG@100": 0.65088, "NDCG@3": 0.84642, "NDCG@5": 0.84989, "P@1": 0.92, "P@10": 0.886, "P@100": 0.6732, "P@3": 0.89333, "P@5": 0.896, "Recall@1": 0.00243, "Recall@10": 0.02316, "Recall@100": 0.15937, "Recall@3": 0.00688, "Recall@5": 0.01159}, "rus-tydiqa": {"MAP@1": 0.39415, "MAP@10": 0.55529, "MAP@100": 0.56309, "MAP@3": 0.52118, "MAP@5": 0.54073, "MRR@1": 0.42599, "MRR@10": 0.57714, "MRR@100": 0.58304, "MRR@3": 0.54905, "MRR@5": 0.56571, "NDCG@1": 0.42685, "NDCG@10": 0.62785, "NDCG@100": 0.66046, "NDCG@3": 0.56402, "NDCG@5": 0.59638, "P@1": 0.42685, "P@10": 0.09415, "P@100": 0.0112, "P@3": 0.24498, "P@5": 0.16523, "Recall@1": 0.39415, "Recall@10": 0.8243, "Recall@100": 0.96572, "Recall@3": 0.65921, "Recall@5": 0.73351}, "rus-xquad": {"MAP@1": 0.94202, "MAP@10": 0.96554, "MAP@100": 0.96568, "MAP@3": 0.96401, "MAP@5": 0.96472, "MRR@1": 0.94202, "MRR@10": 0.96554, "MRR@100": 0.96568, "MRR@3": 0.96401, "MRR@5": 0.96472, "NDCG@1": 0.94202, "NDCG@10": 0.97357, "NDCG@100": 0.97417, "NDCG@3": 0.9703, "NDCG@5": 0.97163, "P@1": 0.94202, "P@10": 0.09975, "P@100": 0.01, "P@3": 0.32941, "P@5": 0.19832, "Recall@1": 0.94202, "Recall@10": 0.99748, "Recall@100": 1.0, "Recall@3": 0.98824, "Recall@5": 0.9916}, "rus-xquad-sentences": {"MAP@1": 0.80966, "MAP@10": 0.87456, "MAP@100": 0.87563, "MAP@3": 0.86541, "MAP@5": 0.87192, "MRR@1": 0.81008, "MRR@10": 0.8747, "MRR@100": 0.87577, "MRR@3": 0.86555, "MRR@5": 0.87206, "NDCG@1": 0.81008, "NDCG@10": 0.9001, "NDCG@100": 0.90443, "NDCG@3": 0.8822, "NDCG@5": 0.89378, "P@1": 0.81008, "P@10": 0.09782, "P@100": 0.00997, "P@3": 0.31036, "P@5": 0.19176, "Recall@1": 0.80966, "Recall@10": 0.97731, "Recall@100": 0.9958, "Recall@3": 0.93025, "Recall@5": 0.95798}, "ruscibench-retrieval": {"MAP@1": 0.24259, "MAP@10": 0.45015, "MAP@100": 0.49472, "MAP@3": 0.34993, "MAP@5": 0.39921, "MRR@1": 0.66957, "MRR@10": 0.76919, "MRR@100": 0.77112, "MRR@3": 0.75314, "MRR@5": 0.76242, "NDCG@1": 0.66957, "NDCG@10": 0.57537, "NDCG@100": 0.67733, "NDCG@3": 0.568, "NDCG@5": 0.54774, "P@1": 0.66957, "P@10": 0.24, "P@100": 0.03951, "P@3": 0.43865, "P@5": 0.34841, "Recall@1": 0.24259, "Recall@10": 0.59765, "Recall@100": 0.87976, "Recall@3": 0.38947, "Recall@5": 0.47685}, "sberquad-retrieval": {"MAP@1": 0.37192, "MAP@10": 0.62806, "MAP@100": 0.63018, "MAP@3": 0.61405, "MAP@5": 0.62403, "MRR@1": 0.46863, "MRR@10": 0.67819, "MRR@100": 0.6803, "MRR@3": 0.66521, "MRR@5": 0.67438, "NDCG@1": 0.37192, "NDCG@10": 0.70826, "NDCG@100": 0.71815, "NDCG@3": 0.68087, "NDCG@5": 0.6987, "P@1": 0.37192, "P@10": 0.09426, "P@100": 0.00988, "P@3": 0.29018, "P@5": 0.18268, "Recall@1": 0.37192, "Recall@10": 0.94261, "Recall@100": 0.98789, "Recall@3": 0.87053, "Recall@5": 0.91342}, "wikifacts-sents": {"MAP@1": 0.09992, "MAP@10": 0.16145, "MAP@100": 0.17006, "MAP@3": 0.14309, "MAP@5": 0.15312, "MRR@1": 0.17092, "MRR@10": 0.25196, "MRR@100": 0.25907, "MRR@3": 0.23175, "MRR@5": 0.24322, "NDCG@1": 0.16603, "NDCG@10": 0.21105, "NDCG@100": 0.24869, "NDCG@3": 0.1839, "NDCG@5": 0.19492, "P@1": 0.17092, "P@10": 0.05406, "P@100": 0.00935, "P@3": 0.11473, "P@5": 0.08501, "Recall@1": 0.09992, "Recall@10": 0.25943, "Recall@100": 0.40053, "Recall@3": 0.18269, "Recall@5": 0.21567}, "wikifacts-window_2": {"MAP@1": 0.08519, "MAP@10": 0.20899, "MAP@100": 0.22945, "MAP@3": 0.16182, "MAP@5": 0.18833, "MRR@1": 0.30692, "MRR@10": 0.41849, "MRR@100": 0.42475, "MRR@3": 0.38944, "MRR@5": 0.40827, "NDCG@1": 0.29599, "NDCG@10": 0.30025, "NDCG@100": 0.36077, "NDCG@3": 0.27735, "NDCG@5": 0.28311, "P@1": 0.30237, "P@10": 0.13209, "P@100": 0.02349, "P@3": 0.24238, "P@5": 0.19752, "Recall@1": 0.08519, "Recall@10": 0.32541, "Recall@100": 0.51615, "Recall@3": 0.1964, "Recall@5": 0.25673}, "wikifacts-window_3": {"MAP@1": 0.06627, "MAP@10": 0.2194, "MAP@100": 0.2543, "MAP@3": 0.15323, "MAP@5": 0.18566, "MRR@1": 0.34915, "MRR@10": 0.45289, "MRR@100": 0.45998, "MRR@3": 0.4249, "MRR@5": 0.4413, "NDCG@1": 0.33988, "NDCG@10": 0.32568, "NDCG@100": 0.40367, "NDCG@3": 0.3137, "NDCG@5": 0.31345, "P@1": 0.34825, "P@10": 0.18913, "P@100": 0.03666, "P@3": 0.31315, "P@5": 0.26176, "Recall@1": 0.06627, "Recall@10": 0.3231, "Recall@100": 0.55464, "Recall@3": 0.17651, "Recall@5": 0.23635}, "wikifacts-window_4": {"MAP@1": 0.05295, "MAP@10": 0.21904, "MAP@100": 0.2681, "MAP@3": 0.13174, "MAP@5": 0.17532, "MRR@1": 0.37221, "MRR@10": 0.471, "MRR@100": 0.47844, "MRR@3": 0.44363, "MRR@5": 0.45925, "NDCG@1": 0.3614, "NDCG@10": 0.33901, "NDCG@100": 0.42645, "NDCG@3": 0.34329, "NDCG@5": 0.33189, "P@1": 0.37112, "P@10": 0.23479, "P@100": 0.049, "P@3": 0.3469, "P@5": 0.30812, "Recall@1": 0.05295, "Recall@10": 0.31057, "Recall@100": 0.57136, "Recall@3": 0.14843, "Recall@5": 0.2152}, "wikifacts-window_5": {"MAP@1": 0.04474, "MAP@10": 0.21415, "MAP@100": 0.2774, "MAP@3": 0.11466, "MAP@5": 0.1638, "MRR@1": 0.38549, "MRR@10": 0.48473, "MRR@100": 0.4921, "MRR@3": 0.45802, "MRR@5": 0.47236, "NDCG@1": 0.3744, "NDCG@10": 0.34826, "NDCG@100": 0.44098, "NDCG@3": 0.36283, "NDCG@5": 0.3438, "P@1": 0.38477, "P@10": 0.2718, "P@100": 0.06117, "P@3": 0.36936, "P@5": 0.34256, "Recall@1": 0.04474, "Recall@10": 0.29413, "Recall@100": 0.57691, "Recall@3": 0.12769, "Recall@5": 0.19526}, "wikifacts-window_6": {"MAP@1": 0.04026, "MAP@10": 0.20914, "MAP@100": 0.28651, "MAP@3": 0.10296, "MAP@5": 0.15074, "MRR@1": 0.40573, "MRR@10": 0.50188, "MRR@100": 0.50982, "MRR@3": 0.47611, "MRR@5": 0.49022, "NDCG@1": 0.395, "NDCG@10": 0.36064, "NDCG@100": 0.45504, "NDCG@3": 0.38139, "NDCG@5": 0.36444, "P@1": 0.40555, "P@10": 0.30022, "P@100": 0.0719, "P@3": 0.38789, "P@5": 0.36443, "Recall@1": 0.04026, "Recall@10": 0.27882, "Recall@100": 0.58284, "Recall@3": 0.11388, "Recall@5": 0.17656}}}, "source_url": "", "type": "dense", "verified": true} {"date": "2026-08-29", "hardware": "cuda", "model_id": "ai-sage/Giga-Embeddings-instruct-480M-0826", "model_name": "Giga-Embeddings-instruct-480M-0826", "notes": "", "organization": "ai-sage", "runtime_seconds": 162119.53, "scores": {"average": {"MAP@1": 0.26796, "MAP@10": 0.38863, "MAP@100": 0.42344, "MAP@3": 0.34369, "MAP@5": 0.36673, "MRR@1": 0.50311, "MRR@10": 0.60146, "MRR@100": 0.60649, "MRR@3": 0.5795, "MRR@5": 0.59284, "NDCG@1": 0.48951, "NDCG@10": 0.52666, "NDCG@100": 0.55702, "NDCG@3": 0.515, "NDCG@5": 0.51935, "P@1": 0.49472, "P@10": 0.1994, "P@100": 0.065, "P@3": 0.33294, "P@5": 0.27095, "Recall@1": 0.26796, "Recall@10": 0.51576, "Recall@100": 0.68729, "Recall@3": 0.39867, "Recall@5": 0.45148}, "datasets": {"legal_search_2004": {"MAP@1": 0.06945, "MAP@10": 0.19437, "MAP@100": 0.30324, "MAP@3": 0.12976, "MAP@5": 0.15772, "MRR@1": 0.58242, "MRR@10": 0.63993, "MRR@100": 0.6432, "MRR@3": 0.62821, "MRR@5": 0.63535, "NDCG@1": 0.58242, "NDCG@10": 0.45027, "NDCG@100": 0.46344, "NDCG@3": 0.51972, "NDCG@5": 0.49907, "P@1": 0.58242, "P@10": 0.34066, "P@100": 0.11352, "P@3": 0.48352, "P@5": 0.43297, "Recall@1": 0.06945, "Recall@10": 0.24267, "Recall@100": 0.51952, "Recall@3": 0.14086, "Recall@5": 0.18829}, "legal_search_2007": {"MAP@1": 0.03244, "MAP@10": 0.11981, "MAP@100": 0.24674, "MAP@3": 0.05887, "MAP@5": 0.08019, "MRR@1": 0.56, "MRR@10": 0.62488, "MRR@100": 0.62788, "MRR@3": 0.61333, "MRR@5": 0.61333, "NDCG@1": 0.56, "NDCG@10": 0.46697, "NDCG@100": 0.40369, "NDCG@3": 0.50634, "NDCG@5": 0.49851, "P@1": 0.56, "P@10": 0.428, "P@100": 0.1556, "P@3": 0.48667, "P@5": 0.476, "Recall@1": 0.03244, "Recall@10": 0.13662, "Recall@100": 0.41519, "Recall@3": 0.06166, "Recall@5": 0.08627}, "ru-facts": {"MAP@1": 0.83623, "MAP@10": 0.91241, "MAP@100": 0.91241, "MAP@3": 0.91135, "MAP@5": 0.91215, "MRR@1": 0.83177, "MRR@10": 0.91044, "MRR@100": 0.91044, "MRR@3": 0.90927, "MRR@5": 0.91018, "NDCG@1": 0.83623, "NDCG@10": 0.93503, "NDCG@100": 0.93503, "NDCG@3": 0.93297, "NDCG@5": 0.93443, "P@1": 0.83623, "P@10": 0.1, "P@100": 0.01, "P@3": 0.33155, "P@5": 0.19964, "Recall@1": 0.83623, "Recall@10": 1.0, "Recall@100": 1.0, "Recall@3": 0.99465, "Recall@5": 0.99822}, "rubq": {"MAP@1": 0.45316, "MAP@10": 0.6584, "MAP@100": 0.66651, "MAP@3": 0.60335, "MAP@5": 0.63962, "MRR@1": 0.64835, "MRR@10": 0.74871, "MRR@100": 0.75127, "MRR@3": 0.72872, "MRR@5": 0.74131, "NDCG@1": 0.64835, "NDCG@10": 0.73471, "NDCG@100": 0.7601, "NDCG@3": 0.66402, "NDCG@5": 0.70339, "P@1": 0.64835, "P@10": 0.14119, "P@100": 0.01605, "P@3": 0.35835, "P@5": 0.25189, "Recall@1": 0.45316, "Recall@10": 0.86597, "Recall@100": 0.9625, "Recall@3": 0.69327, "Recall@5": 0.78492}, "rus-arguana": {"MAP@1": 0.26031, "MAP@10": 0.42517, "MAP@100": 0.43405, "MAP@3": 0.3702, "MAP@5": 0.40217, "MRR@1": 0.2596, "MRR@10": 0.42481, "MRR@100": 0.43369, "MRR@3": 0.36984, "MRR@5": 0.40181, "NDCG@1": 0.26031, "NDCG@10": 0.52116, "NDCG@100": 0.55806, "NDCG@3": 0.40795, "NDCG@5": 0.46561, "P@1": 0.26031, "P@10": 0.08293, "P@100": 0.00988, "P@3": 0.17259, "P@5": 0.13158, "Recall@1": 0.26031, "Recall@10": 0.8293, "Recall@100": 0.98791, "Recall@3": 0.51778, "Recall@5": 0.65789}, "rus-fiqa": {"MAP@1": 0.23835, "MAP@10": 0.36567, "MAP@100": 0.38369, "MAP@3": 0.31849, "MAP@5": 0.34664, "MRR@1": 0.434, "MRR@10": 0.51474, "MRR@100": 0.52039, "MRR@3": 0.48933, "MRR@5": 0.50463, "NDCG@1": 0.434, "NDCG@10": 0.44354, "NDCG@100": 0.50666, "NDCG@3": 0.39923, "NDCG@5": 0.41773, "P@1": 0.434, "P@10": 0.1176, "P@100": 0.0187, "P@3": 0.25267, "P@5": 0.1924, "Recall@1": 0.23835, "Recall@10": 0.51818, "Recall@100": 0.76129, "Recall@3": 0.36037, "Recall@5": 0.4332}, "rus-nfcorpus": {"MAP@1": 0.05757, "MAP@10": 0.12935, "MAP@100": 0.1632, "MAP@3": 0.09579, "MAP@5": 0.11204, "MRR@1": 0.46749, "MRR@10": 0.54648, "MRR@100": 0.55351, "MRR@3": 0.5289, "MRR@5": 0.53911, "NDCG@1": 0.44892, "NDCG@10": 0.34321, "NDCG@100": 0.31703, "NDCG@3": 0.39971, "NDCG@5": 0.37646, "P@1": 0.46749, "P@10": 0.25015, "P@100": 0.07957, "P@3": 0.37668, "P@5": 0.32632, "Recall@1": 0.05757, "Recall@10": 0.1701, "Recall@100": 0.32713, "Recall@3": 0.10454, "Recall@5": 0.12996}, "rus-quora": {"MAP@1": 0.59715, "MAP@10": 0.74101, "MAP@100": 0.74862, "MAP@3": 0.70803, "MAP@5": 0.72823, "MRR@1": 0.6882, "MRR@10": 0.77274, "MRR@100": 0.77543, "MRR@3": 0.75667, "MRR@5": 0.76673, "NDCG@1": 0.688, "NDCG@10": 0.78943, "NDCG@100": 0.81098, "NDCG@3": 0.74923, "NDCG@5": 0.77001, "P@1": 0.688, "P@10": 0.12318, "P@100": 0.01446, "P@3": 0.33233, "P@5": 0.22204, "Recall@1": 0.59715, "Recall@10": 0.89527, "Recall@100": 0.97727, "Recall@3": 0.78319, "Recall@5": 0.83887}, "rus-scidocs": {"MAP@1": 0.0395, "MAP@10": 0.10017, "MAP@100": 0.11768, "MAP@3": 0.07269, "MAP@5": 0.0873, "MRR@1": 0.195, "MRR@10": 0.29697, "MRR@100": 0.30781, "MRR@3": 0.2635, "MRR@5": 0.2837, "NDCG@1": 0.195, "NDCG@10": 0.17183, "NDCG@100": 0.24148, "NDCG@3": 0.16262, "NDCG@5": 0.14395, "P@1": 0.195, "P@10": 0.089, "P@100": 0.01893, "P@3": 0.15267, "P@5": 0.1276, "Recall@1": 0.0395, "Recall@10": 0.18085, "Recall@100": 0.38453, "Recall@3": 0.09287, "Recall@5": 0.12965}, "rus-scifact": {"MAP@1": 0.53956, "MAP@10": 0.64264, "MAP@100": 0.64753, "MAP@3": 0.61194, "MAP@5": 0.63042, "MRR@1": 0.56333, "MRR@10": 0.65092, "MRR@100": 0.65423, "MRR@3": 0.62611, "MRR@5": 0.64278, "NDCG@1": 0.56333, "NDCG@10": 0.69031, "NDCG@100": 0.70985, "NDCG@3": 0.63694, "NDCG@5": 0.66654, "P@1": 0.56333, "P@10": 0.09333, "P@100": 0.0104, "P@3": 0.25, "P@5": 0.168, "Recall@1": 0.53956, "Recall@10": 0.82578, "Recall@100": 0.91167, "Recall@3": 0.68572, "Recall@5": 0.75933}, "rus-touche": {"MAP@1": 0.0207, "MAP@10": 0.08154, "MAP@100": 0.13769, "MAP@3": 0.04668, "MAP@5": 0.06212, "MRR@1": 0.30612, "MRR@10": 0.47403, "MRR@100": 0.485, "MRR@3": 0.42517, "MRR@5": 0.45884, "NDCG@1": 0.29592, "NDCG@10": 0.23687, "NDCG@100": 0.35275, "NDCG@3": 0.28728, "NDCG@5": 0.26674, "P@1": 0.30612, "P@10": 0.20408, "P@100": 0.07408, "P@3": 0.30612, "P@5": 0.26531, "Recall@1": 0.0207, "Recall@10": 0.13864, "Recall@100": 0.45444, "Recall@3": 0.062, "Recall@5": 0.09202}, "rus-trec-covid": {"MAP@1": 0.00225, "MAP@10": 0.02058, "MAP@100": 0.12593, "MAP@3": 0.00654, "MAP@5": 0.0106, "MRR@1": 0.86, "MRR@10": 0.92167, "MRR@100": 0.92167, "MRR@3": 0.91667, "MRR@5": 0.92167, "NDCG@1": 0.82, "NDCG@10": 0.81638, "NDCG@100": 0.63205, "NDCG@3": 0.84358, "NDCG@5": 0.82741, "P@1": 0.86, "P@10": 0.858, "P@100": 0.648, "P@3": 0.88667, "P@5": 0.868, "Recall@1": 0.00225, "Recall@10": 0.0224, "Recall@100": 0.15449, "Recall@3": 0.00682, "Recall@5": 0.01129}, "rus-tydiqa": {"MAP@1": 0.37651, "MAP@10": 0.53362, "MAP@100": 0.54176, "MAP@3": 0.49641, "MAP@5": 0.52031, "MRR@1": 0.40189, "MRR@10": 0.55584, "MRR@100": 0.56109, "MRR@3": 0.5251, "MRR@5": 0.54558, "NDCG@1": 0.40964, "NDCG@10": 0.60749, "NDCG@100": 0.64173, "NDCG@3": 0.53995, "NDCG@5": 0.57868, "P@1": 0.40964, "P@10": 0.092, "P@100": 0.01108, "P@3": 0.23523, "P@5": 0.16351, "Recall@1": 0.37651, "Recall@10": 0.80522, "Recall@100": 0.9564, "Recall@3": 0.63454, "Recall@5": 0.72217}, "rus-xquad": {"MAP@1": 0.92605, "MAP@10": 0.95356, "MAP@100": 0.95399, "MAP@3": 0.95182, "MAP@5": 0.953, "MRR@1": 0.92605, "MRR@10": 0.95356, "MRR@100": 0.95399, "MRR@3": 0.95182, "MRR@5": 0.953, "NDCG@1": 0.92605, "NDCG@10": 0.9632, "NDCG@100": 0.96498, "NDCG@3": 0.9599, "NDCG@5": 0.962, "P@1": 0.92605, "P@10": 0.09916, "P@100": 0.00999, "P@3": 0.32773, "P@5": 0.19765, "Recall@1": 0.92605, "Recall@10": 0.9916, "Recall@100": 0.99916, "Recall@3": 0.98319, "Recall@5": 0.98824}, "rus-xquad-sentences": {"MAP@1": 0.78361, "MAP@10": 0.85777, "MAP@100": 0.85901, "MAP@3": 0.84832, "MAP@5": 0.85529, "MRR@1": 0.78403, "MRR@10": 0.85805, "MRR@100": 0.85929, "MRR@3": 0.84874, "MRR@5": 0.85571, "NDCG@1": 0.78403, "NDCG@10": 0.88603, "NDCG@100": 0.89125, "NDCG@3": 0.86796, "NDCG@5": 0.88047, "P@1": 0.78403, "P@10": 0.09714, "P@100": 0.00994, "P@3": 0.30812, "P@5": 0.19092, "Recall@1": 0.78361, "Recall@10": 0.97059, "Recall@100": 0.99328, "Recall@3": 0.92395, "Recall@5": 0.9542}, "ruscibench-retrieval": {"MAP@1": 0.23669, "MAP@10": 0.43564, "MAP@100": 0.47959, "MAP@3": 0.33565, "MAP@5": 0.38539, "MRR@1": 0.65507, "MRR@10": 0.75144, "MRR@100": 0.75381, "MRR@3": 0.73237, "MRR@5": 0.74454, "NDCG@1": 0.65507, "NDCG@10": 0.56364, "NDCG@100": 0.66252, "NDCG@3": 0.55004, "NDCG@5": 0.53525, "P@1": 0.65507, "P@10": 0.23768, "P@100": 0.03864, "P@3": 0.42899, "P@5": 0.34667, "Recall@1": 0.23669, "Recall@10": 0.59413, "Recall@100": 0.86493, "Recall@3": 0.37516, "Recall@5": 0.46624}, "sberquad-retrieval": {"MAP@1": 0.32347, "MAP@10": 0.59544, "MAP@100": 0.59754, "MAP@3": 0.5783, "MAP@5": 0.59047, "MRR@1": 0.52303, "MRR@10": 0.69825, "MRR@100": 0.70034, "MRR@3": 0.68335, "MRR@5": 0.69337, "NDCG@1": 0.32347, "NDCG@10": 0.682, "NDCG@100": 0.69207, "NDCG@3": 0.6485, "NDCG@5": 0.67021, "P@1": 0.32347, "P@10": 0.09359, "P@100": 0.00982, "P@3": 0.28257, "P@5": 0.17998, "Recall@1": 0.32347, "Recall@10": 0.93586, "Recall@100": 0.98233, "Recall@3": 0.8477, "Recall@5": 0.89992}, "wikifacts-sents": {"MAP@1": 0.09656, "MAP@10": 0.15929, "MAP@100": 0.1679, "MAP@3": 0.13918, "MAP@5": 0.15013, "MRR@1": 0.16386, "MRR@10": 0.24935, "MRR@100": 0.25672, "MRR@3": 0.22855, "MRR@5": 0.24059, "NDCG@1": 0.15952, "NDCG@10": 0.21127, "NDCG@100": 0.24873, "NDCG@3": 0.1811, "NDCG@5": 0.19315, "P@1": 0.16441, "P@10": 0.05527, "P@100": 0.00944, "P@3": 0.11461, "P@5": 0.08587, "Recall@1": 0.09656, "Recall@10": 0.26567, "Recall@100": 0.40509, "Recall@3": 0.18106, "Recall@5": 0.21668}, "wikifacts-window_2": {"MAP@1": 0.08231, "MAP@10": 0.20063, "MAP@100": 0.22159, "MAP@3": 0.15441, "MAP@5": 0.17931, "MRR@1": 0.29945, "MRR@10": 0.41123, "MRR@100": 0.41797, "MRR@3": 0.38315, "MRR@5": 0.40011, "NDCG@1": 0.28789, "NDCG@10": 0.29195, "NDCG@100": 0.35406, "NDCG@3": 0.26816, "NDCG@5": 0.27248, "P@1": 0.29545, "P@10": 0.12969, "P@100": 0.02325, "P@3": 0.2357, "P@5": 0.191, "Recall@1": 0.08231, "Recall@10": 0.31807, "Recall@100": 0.513, "Recall@3": 0.18923, "Recall@5": 0.24497}, "wikifacts-window_3": {"MAP@1": 0.0621, "MAP@10": 0.20741, "MAP@100": 0.24219, "MAP@3": 0.14287, "MAP@5": 0.17499, "MRR@1": 0.32951, "MRR@10": 0.43648, "MRR@100": 0.44408, "MRR@3": 0.40838, "MRR@5": 0.42521, "NDCG@1": 0.31969, "NDCG@10": 0.31173, "NDCG@100": 0.39121, "NDCG@3": 0.29662, "NDCG@5": 0.29929, "P@1": 0.32915, "P@10": 0.18289, "P@100": 0.03609, "P@3": 0.29702, "P@5": 0.25212, "Recall@1": 0.0621, "Recall@10": 0.31106, "Recall@100": 0.54677, "Recall@3": 0.166, "Recall@5": 0.22611}, "wikifacts-window_4": {"MAP@1": 0.04957, "MAP@10": 0.20537, "MAP@100": 0.25364, "MAP@3": 0.12199, "MAP@5": 0.16334, "MRR@1": 0.34641, "MRR@10": 0.44942, "MRR@100": 0.45745, "MRR@3": 0.42092, "MRR@5": 0.438, "NDCG@1": 0.33542, "NDCG@10": 0.32197, "NDCG@100": 0.4108, "NDCG@3": 0.32126, "NDCG@5": 0.31305, "P@1": 0.3446, "P@10": 0.22445, "P@100": 0.04791, "P@3": 0.32492, "P@5": 0.29217, "Recall@1": 0.04957, "Recall@10": 0.29645, "Recall@100": 0.5594, "Recall@3": 0.13874, "Recall@5": 0.20364}, "wikifacts-window_5": {"MAP@1": 0.04144, "MAP@10": 0.20085, "MAP@100": 0.26234, "MAP@3": 0.10583, "MAP@5": 0.1518, "MRR@1": 0.35975, "MRR@10": 0.46167, "MRR@100": 0.46995, "MRR@3": 0.43533, "MRR@5": 0.4499, "NDCG@1": 0.35023, "NDCG@10": 0.33025, "NDCG@100": 0.42436, "NDCG@3": 0.34071, "NDCG@5": 0.32431, "P@1": 0.36011, "P@10": 0.25891, "P@100": 0.0596, "P@3": 0.34657, "P@5": 0.32403, "Recall@1": 0.04144, "Recall@10": 0.28042, "Recall@100": 0.56321, "Recall@3": 0.11903, "Recall@5": 0.18416}, "wikifacts-window_6": {"MAP@1": 0.038, "MAP@10": 0.19775, "MAP@100": 0.27217, "MAP@3": 0.09639, "MAP@5": 0.14155, "MRR@1": 0.38614, "MRR@10": 0.48193, "MRR@100": 0.49002, "MRR@3": 0.45509, "MRR@5": 0.46983, "NDCG@1": 0.37516, "NDCG@10": 0.3439, "NDCG@100": 0.43856, "NDCG@3": 0.36126, "NDCG@5": 0.34633, "P@1": 0.38541, "P@10": 0.28728, "P@100": 0.06999, "P@3": 0.3663, "P@5": 0.34629, "Recall@1": 0.038, "Recall@10": 0.26753, "Recall@100": 0.56824, "Recall@3": 0.107, "Recall@5": 0.16775}}}, "source_url": "", "type": "dense", "verified": true}