Sentence Similarity
MLX
Safetensors
ministral3
apple-silicon
embeddings
text-embeddings
feature-extraction
retrieval
semantic-search
rag
mteb
nemotron
quantized
4-bit precision
information-retrieval
dense-retrieval
vector-search
matryoshka
arxiv:2502.13595
Eval Results (legacy)
Instructions to use shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download shadowrock-io/Nemotron-3-Embed-8B-Community-MLX-4bit --local-dir Nemotron-3-Embed-8B-Community-MLX-4bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
raw MTEB result JSON (mteb 2.18.12, pinned harness) for verifiability
Browse files- results/mlx-gs32-r1/pins.json +34 -0
- results/mlx-gs32-r1/results/mlx-8b-4bit-gs32/local/NFCorpus.json +198 -0
- results/mlx-gs32-r1/results/mlx-8b-4bit-gs32/local/SciFact.json +198 -0
- results/mlx-gs32-r1/results/mlx-8b-4bit-gs32/local/model_meta.json +37 -0
- results/mlx-gs32-r1/results/mlx-8b-4bit-gs32/local/run_settings.jsonl +2 -0
- results/mlx-gs32-r1/summary.json +8 -0
- results/mlx-gs32-r1/task_manifest.json +9 -0
results/mlx-gs32-r1/pins.json
ADDED
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{
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"run_id": "mlx-gs32-r1",
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"backend": "mlx",
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"model": "/Users/matt/.cache/nq-models/mlx-8b-4bit-gs32",
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"revision": null,
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"suite": "regression",
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| 7 |
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"tasks": [
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"NFCorpus",
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| 9 |
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"SciFact"
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| 10 |
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],
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| 11 |
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"resolved": [
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| 12 |
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"NFCorpus",
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| 13 |
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"SciFact"
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| 14 |
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],
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| 15 |
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"mteb_version": "2.18.12",
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| 16 |
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"max_len": 8192,
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| 17 |
+
"tolerances": {
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| 18 |
+
"_comment": "Pre-registered tolerances (set BEFORE experiments; Codex P0-3). vllm_vs_reference_min applies to same-precision runtime parity (BF16 vs BF16) and to quantized-artifact-vs-its-own-fake-quant reference. quant_vs_bf16 gates are the P4 acceptance thresholds.",
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| 19 |
+
"vllm_vs_reference_min": 0.995,
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| 20 |
+
"fp8_vs_bf16_mean_cosine_min": 0.995,
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| 21 |
+
"nvfp4_vs_bf16_mean_cosine_min": 0.99,
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| 22 |
+
"nvfp4_vs_bf16_p5_cosine_min": 0.985,
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| 23 |
+
"mteb_per_task_ndcg10_max_loss": 0.01,
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| 24 |
+
"mteb_macro_avg_max_loss": 0.005,
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| 25 |
+
"matryoshka_dims_to_validate": [
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| 26 |
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1024,
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| 27 |
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1536,
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| 28 |
+
2048,
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| 29 |
+
4096
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| 30 |
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],
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| 31 |
+
"pooling_same_min_cosine": 0.9999,
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| 32 |
+
"pooling_diff_max_cosine": 0.999
|
| 33 |
+
}
|
| 34 |
+
}
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results/mlx-gs32-r1/results/mlx-8b-4bit-gs32/local/NFCorpus.json
ADDED
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@@ -0,0 +1,198 @@
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| 1 |
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{
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| 2 |
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"dataset_revision": "ec0fa4fe99da2ff19ca1214b7966684033a58814",
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"task_name": "NFCorpus",
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| 4 |
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"mteb_version": "2.18.12",
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"scores": {
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| 6 |
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"test": [
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| 7 |
+
{
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| 8 |
+
"ndcg_at_1": 0.51548,
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| 9 |
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"ndcg_at_3": 0.48832,
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"ndcg_at_5": 0.45543,
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| 11 |
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"ndcg_at_10": 0.4199,
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| 12 |
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"ndcg_at_20": 0.3944,
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| 13 |
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"ndcg_at_100": 0.38354,
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| 14 |
+
"ndcg_at_1000": 0.47153,
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| 15 |
+
"map_at_1": 0.07002,
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| 16 |
+
"map_at_3": 0.11911,
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| 17 |
+
"map_at_5": 0.13876,
|
| 18 |
+
"map_at_10": 0.1621,
|
| 19 |
+
"map_at_20": 0.18197,
|
| 20 |
+
"map_at_100": 0.20792,
|
| 21 |
+
"map_at_1000": 0.22476,
|
| 22 |
+
"recall_at_1": 0.07002,
|
| 23 |
+
"recall_at_3": 0.13071,
|
| 24 |
+
"recall_at_5": 0.16023,
|
| 25 |
+
"recall_at_10": 0.20679,
|
| 26 |
+
"recall_at_20": 0.25536,
|
| 27 |
+
"recall_at_100": 0.38217,
|
| 28 |
+
"recall_at_1000": 0.70374,
|
| 29 |
+
"accuracy": 0.07002,
|
| 30 |
+
"precision_at_1": 0.53251,
|
| 31 |
+
"precision_at_3": 0.4613,
|
| 32 |
+
"precision_at_5": 0.39628,
|
| 33 |
+
"precision_at_10": 0.30898,
|
| 34 |
+
"precision_at_20": 0.23111,
|
| 35 |
+
"precision_at_100": 0.09641,
|
| 36 |
+
"precision_at_1000": 0.02293,
|
| 37 |
+
"mrr_at_1": 0.532508,
|
| 38 |
+
"mrr_at_3": 0.615067,
|
| 39 |
+
"mrr_at_5": 0.623426,
|
| 40 |
+
"mrr_at_10": 0.628844,
|
| 41 |
+
"mrr_at_20": 0.632236,
|
| 42 |
+
"mrr_at_100": 0.633863,
|
| 43 |
+
"mrr_at_1000": 0.634243,
|
| 44 |
+
"nauc_ndcg_at_1_max": 0.361791,
|
| 45 |
+
"nauc_ndcg_at_1_std": 0.197275,
|
| 46 |
+
"nauc_ndcg_at_1_diff1": 0.330091,
|
| 47 |
+
"nauc_ndcg_at_3_max": 0.379747,
|
| 48 |
+
"nauc_ndcg_at_3_std": 0.240875,
|
| 49 |
+
"nauc_ndcg_at_3_diff1": 0.205755,
|
| 50 |
+
"nauc_ndcg_at_5_max": 0.38234,
|
| 51 |
+
"nauc_ndcg_at_5_std": 0.245126,
|
| 52 |
+
"nauc_ndcg_at_5_diff1": 0.183497,
|
| 53 |
+
"nauc_ndcg_at_10_max": 0.357773,
|
| 54 |
+
"nauc_ndcg_at_10_std": 0.248357,
|
| 55 |
+
"nauc_ndcg_at_10_diff1": 0.147619,
|
| 56 |
+
"nauc_ndcg_at_20_max": 0.336839,
|
| 57 |
+
"nauc_ndcg_at_20_std": 0.236063,
|
| 58 |
+
"nauc_ndcg_at_20_diff1": 0.148704,
|
| 59 |
+
"nauc_ndcg_at_100_max": 0.375472,
|
| 60 |
+
"nauc_ndcg_at_100_std": 0.248619,
|
| 61 |
+
"nauc_ndcg_at_100_diff1": 0.214037,
|
| 62 |
+
"nauc_ndcg_at_1000_max": 0.445094,
|
| 63 |
+
"nauc_ndcg_at_1000_std": 0.311594,
|
| 64 |
+
"nauc_ndcg_at_1000_diff1": 0.224862,
|
| 65 |
+
"nauc_map_at_1_max": 0.051742,
|
| 66 |
+
"nauc_map_at_1_std": -0.171878,
|
| 67 |
+
"nauc_map_at_1_diff1": 0.45304,
|
| 68 |
+
"nauc_map_at_3_max": 0.11329,
|
| 69 |
+
"nauc_map_at_3_std": -0.119231,
|
| 70 |
+
"nauc_map_at_3_diff1": 0.355378,
|
| 71 |
+
"nauc_map_at_5_max": 0.161463,
|
| 72 |
+
"nauc_map_at_5_std": -0.085039,
|
| 73 |
+
"nauc_map_at_5_diff1": 0.328023,
|
| 74 |
+
"nauc_map_at_10_max": 0.204056,
|
| 75 |
+
"nauc_map_at_10_std": -0.035936,
|
| 76 |
+
"nauc_map_at_10_diff1": 0.290422,
|
| 77 |
+
"nauc_map_at_20_max": 0.242903,
|
| 78 |
+
"nauc_map_at_20_std": 0.016566,
|
| 79 |
+
"nauc_map_at_20_diff1": 0.270408,
|
| 80 |
+
"nauc_map_at_100_max": 0.275908,
|
| 81 |
+
"nauc_map_at_100_std": 0.084767,
|
| 82 |
+
"nauc_map_at_100_diff1": 0.248725,
|
| 83 |
+
"nauc_map_at_1000_max": 0.27921,
|
| 84 |
+
"nauc_map_at_1000_std": 0.111575,
|
| 85 |
+
"nauc_map_at_1000_diff1": 0.232587,
|
| 86 |
+
"nauc_recall_at_1_max": 0.051742,
|
| 87 |
+
"nauc_recall_at_1_std": -0.171878,
|
| 88 |
+
"nauc_recall_at_1_diff1": 0.45304,
|
| 89 |
+
"nauc_recall_at_3_max": 0.113549,
|
| 90 |
+
"nauc_recall_at_3_std": -0.106119,
|
| 91 |
+
"nauc_recall_at_3_diff1": 0.322832,
|
| 92 |
+
"nauc_recall_at_5_max": 0.170485,
|
| 93 |
+
"nauc_recall_at_5_std": -0.062817,
|
| 94 |
+
"nauc_recall_at_5_diff1": 0.280373,
|
| 95 |
+
"nauc_recall_at_10_max": 0.171892,
|
| 96 |
+
"nauc_recall_at_10_std": -0.040567,
|
| 97 |
+
"nauc_recall_at_10_diff1": 0.207525,
|
| 98 |
+
"nauc_recall_at_20_max": 0.201385,
|
| 99 |
+
"nauc_recall_at_20_std": 0.006669,
|
| 100 |
+
"nauc_recall_at_20_diff1": 0.174744,
|
| 101 |
+
"nauc_recall_at_100_max": 0.247712,
|
| 102 |
+
"nauc_recall_at_100_std": 0.125057,
|
| 103 |
+
"nauc_recall_at_100_diff1": 0.137816,
|
| 104 |
+
"nauc_recall_at_1000_max": 0.235001,
|
| 105 |
+
"nauc_recall_at_1000_std": 0.171007,
|
| 106 |
+
"nauc_recall_at_1000_diff1": 0.102237,
|
| 107 |
+
"nauc_precision_at_1_max": 0.393315,
|
| 108 |
+
"nauc_precision_at_1_std": 0.21924,
|
| 109 |
+
"nauc_precision_at_1_diff1": 0.334588,
|
| 110 |
+
"nauc_precision_at_3_max": 0.38081,
|
| 111 |
+
"nauc_precision_at_3_std": 0.294203,
|
| 112 |
+
"nauc_precision_at_3_diff1": 0.075707,
|
| 113 |
+
"nauc_precision_at_5_max": 0.390596,
|
| 114 |
+
"nauc_precision_at_5_std": 0.325156,
|
| 115 |
+
"nauc_precision_at_5_diff1": 0.019294,
|
| 116 |
+
"nauc_precision_at_10_max": 0.346916,
|
| 117 |
+
"nauc_precision_at_10_std": 0.366311,
|
| 118 |
+
"nauc_precision_at_10_diff1": -0.06154,
|
| 119 |
+
"nauc_precision_at_20_max": 0.275543,
|
| 120 |
+
"nauc_precision_at_20_std": 0.370191,
|
| 121 |
+
"nauc_precision_at_20_diff1": -0.096967,
|
| 122 |
+
"nauc_precision_at_100_max": 0.130541,
|
| 123 |
+
"nauc_precision_at_100_std": 0.360728,
|
| 124 |
+
"nauc_precision_at_100_diff1": -0.150043,
|
| 125 |
+
"nauc_precision_at_1000_max": 0.004327,
|
| 126 |
+
"nauc_precision_at_1000_std": 0.273713,
|
| 127 |
+
"nauc_precision_at_1000_diff1": -0.178153,
|
| 128 |
+
"nauc_mrr_at_1_max": 0.393315,
|
| 129 |
+
"nauc_mrr_at_1_std": 0.21924,
|
| 130 |
+
"nauc_mrr_at_1_diff1": 0.334588,
|
| 131 |
+
"nauc_mrr_at_3_max": 0.447485,
|
| 132 |
+
"nauc_mrr_at_3_std": 0.285192,
|
| 133 |
+
"nauc_mrr_at_3_diff1": 0.333354,
|
| 134 |
+
"nauc_mrr_at_5_max": 0.45868,
|
| 135 |
+
"nauc_mrr_at_5_std": 0.299383,
|
| 136 |
+
"nauc_mrr_at_5_diff1": 0.326082,
|
| 137 |
+
"nauc_mrr_at_10_max": 0.461335,
|
| 138 |
+
"nauc_mrr_at_10_std": 0.300338,
|
| 139 |
+
"nauc_mrr_at_10_diff1": 0.326327,
|
| 140 |
+
"nauc_mrr_at_20_max": 0.4604,
|
| 141 |
+
"nauc_mrr_at_20_std": 0.299754,
|
| 142 |
+
"nauc_mrr_at_20_diff1": 0.323291,
|
| 143 |
+
"nauc_mrr_at_100_max": 0.461252,
|
| 144 |
+
"nauc_mrr_at_100_std": 0.300379,
|
| 145 |
+
"nauc_mrr_at_100_diff1": 0.324037,
|
| 146 |
+
"nauc_mrr_at_1000_max": 0.46089,
|
| 147 |
+
"nauc_mrr_at_1000_std": 0.299993,
|
| 148 |
+
"nauc_mrr_at_1000_diff1": 0.324011,
|
| 149 |
+
"hit_rate_at_1": 0.53251,
|
| 150 |
+
"hit_rate_at_3": 0.70898,
|
| 151 |
+
"hit_rate_at_5": 0.74303,
|
| 152 |
+
"hit_rate_at_10": 0.78328,
|
| 153 |
+
"hit_rate_at_20": 0.82972,
|
| 154 |
+
"hit_rate_at_100": 0.88854,
|
| 155 |
+
"hit_rate_at_1000": 0.97214,
|
| 156 |
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| 1 |
+
{
|
| 2 |
+
"loader_kwargs": {},
|
| 3 |
+
"name": "mlx-8b-4bit-gs32",
|
| 4 |
+
"revision": "local",
|
| 5 |
+
"release_date": null,
|
| 6 |
+
"languages": null,
|
| 7 |
+
"n_parameters": null,
|
| 8 |
+
"n_active_parameters_override": null,
|
| 9 |
+
"n_embedding_parameters": null,
|
| 10 |
+
"memory_usage_mb": null,
|
| 11 |
+
"max_tokens": null,
|
| 12 |
+
"embed_dim": null,
|
| 13 |
+
"license": null,
|
| 14 |
+
"open_weights": null,
|
| 15 |
+
"public_training_code": null,
|
| 16 |
+
"public_training_data": null,
|
| 17 |
+
"framework": [],
|
| 18 |
+
"reference": null,
|
| 19 |
+
"similarity_fn_name": null,
|
| 20 |
+
"use_instructions": null,
|
| 21 |
+
"training_datasets": null,
|
| 22 |
+
"adapted_from": null,
|
| 23 |
+
"superseded_by": null,
|
| 24 |
+
"modalities": [
|
| 25 |
+
"text"
|
| 26 |
+
],
|
| 27 |
+
"model_type": [
|
| 28 |
+
"dense"
|
| 29 |
+
],
|
| 30 |
+
"citation": null,
|
| 31 |
+
"contacts": null,
|
| 32 |
+
"experiment_kwargs": null,
|
| 33 |
+
"output_dtypes": null,
|
| 34 |
+
"extra_requirements_groups": null,
|
| 35 |
+
"loader": null,
|
| 36 |
+
"is_cross_encoder": false
|
| 37 |
+
}
|
results/mlx-gs32-r1/results/mlx-8b-4bit-gs32/local/run_settings.jsonl
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
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|
|
| 1 |
+
{"task": "NFCorpus", "split": "test", "subset": "default", "version": {"mteb": "2.18.12", "torch": "2.13.0", "sentence-transformers": "5.6.1", "flash-attn": null, "transformers": "5.14.1"}, "encode_kwargs": {"batch_size": 8}}
|
| 2 |
+
{"task": "SciFact", "split": "test", "subset": "default", "version": {"mteb": "2.18.12", "torch": "2.13.0", "sentence-transformers": "5.6.1", "flash-attn": null, "transformers": "5.14.1"}, "encode_kwargs": {"batch_size": 16}}
|
results/mlx-gs32-r1/summary.json
ADDED
|
@@ -0,0 +1,8 @@
|
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|
|
|
| 1 |
+
{
|
| 2 |
+
"NFCorpus": {
|
| 3 |
+
"main_score": 0.4199
|
| 4 |
+
},
|
| 5 |
+
"SciFact": {
|
| 6 |
+
"main_score": 0.8338
|
| 7 |
+
}
|
| 8 |
+
}
|
results/mlx-gs32-r1/task_manifest.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"run_id": "mlx-gs32-r1",
|
| 3 |
+
"completed": [
|
| 4 |
+
"NFCorpus",
|
| 5 |
+
"SciFact"
|
| 6 |
+
],
|
| 7 |
+
"failed": [],
|
| 8 |
+
"pending": []
|
| 9 |
+
}
|