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Refresh Mini reference scores and complete-panel rankings

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benchmarks/complete-panel-data.json CHANGED
@@ -34,14 +34,16 @@
34
  "evidence_type": "Vela_published_report"
35
  },
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  "mini_English41": {
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- "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/f5ef7feb7c0a7877c27ca4fa03c2183edba66fce/benchmarks/mteb-eng-v2.json",
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- "sha256": "7a09d4dd11f3ad0dd3ae5c1f9e6aa2d9f7f650803c46922856012ebedf7f4475",
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- "evidence_type": "Vela_published_report"
 
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  },
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  "mini_audio19": {
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- "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/f5ef7feb7c0a7877c27ca4fa03c2183edba66fce/benchmarks/maeb-audio-only.json",
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- "sha256": "feba9461a6a637dc646c23a48c495d48195ac2e5e91571040b71af9b50beac5f",
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- "evidence_type": "Vela_published_report"
 
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  },
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  "scores_MTEB_eng_v2": {
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  "url": "https://mteb-leaderboard-backend.hf.space/v1/benchmarks/MTEB%28eng%2C%20v2%29/scores",
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  "bytes": 194971,
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  "benchmark": "MAEB(beta, audio-only)"
 
 
 
 
 
 
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  },
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  "models": {
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  },
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  "mini": {
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  "repo_id": "llm-semantic-router/Vela-1.0-Omni-Mini",
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  "source_id": "mini_English41",
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  "new_whole_Omni_panel_inference": false,
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- "basis": "Exact frozen text weights, tokenizer, active configuration and encoding computation under the same evaluator protocol.",
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  "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
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  "scores_MAEB_beta_audio-only:row:0",
 
34
  "evidence_type": "Vela_published_report"
35
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  "url": "https://mteb-leaderboard-backend.hf.space/v1/benchmarks/MTEB%28eng%2C%20v2%29/scores",
 
58
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  "bytes": 194971,
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160
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161
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+ "AudioClustering": 0.008354160638124894,
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+ "AudioPairClassification": 0.6404382939797265,
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+ "AudioReranking": 0.76813
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  },
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  "scores_by_task": {
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+ "JamAltArtistA2ARetrieval": 0.8229025,
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+ "BeijingOpera": 0.9066489361702127,
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+ "BirdCLEF": 0.155,
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+ "CREMA_D": 0.2424073131278118,
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+ "CommonLanguageAgeDetection": 0.15594999999999998,
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+ "GTZANGenre": 0.716,
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+ "IEMOCAPGender": 0.5595178826299188,
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+ "MInDS14": 0.5659611364191657,
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+ "MridinghamTonic": 0.6813725852666604,
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+ "SIBFLEURS": 0.39068046190808337,
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+ "VoxCelebSA": 0.41172798216276474,
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+ "VoxPopuliLanguageID": 0.754,
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+ "CREMA_DClustering": 0.005727340607400414,
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+ "VehicleSoundClustering": 0.017269120528614578,
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+ "VoxPopuliGenderClustering": 0.002066020778359692,
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+ "CREMADPairClassification": 0.5331159237997585,
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+ "NMSQAPairClassification": 0.8819599834012242,
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+ "VoxPopuliAccentPairClassification": 0.5062389747381968,
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+ "GTZANAudioReranking": 0.76813
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  },
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  "coverage": {
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  "complete": true,
 
29714
  },
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  "mini": {
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+ "global_rank": 9,
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  "global_population": 64,
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  "tied_other_models": 0,
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  "same_or_smaller_rank": 3,
 
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  "parameters_billion": 0.986,
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  "mean_task": 0.4974013005444365
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  },
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  "observed_frontier": false,
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  "dominator_count": 2,
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  "all_dominator_ids": [
 
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  ]
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  },
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  "mean_task_type": {
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+ "display_score_100": 54.867892360874514,
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+ "global_rank": 12,
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  "global_population": 64,
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  "tied_other_models": 0,
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  "same_or_smaller_population": 50,
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  "best_same_or_smaller_other_model": {
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  "id": "scores_MAEB_beta_audio-only:row:10",
 
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  "parameters_billion": 0.986,
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  "mean_task_type": 0.5771661288773795
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  },
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+ "gap_pp_above_best_same_or_smaller": -2.8487205268634352,
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+ "dominator_count": 4,
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  "all_dominator_ids": [
 
 
29758
  "scores_MAEB_beta_audio-only:row:10",
 
29759
  "scores_MAEB_beta_audio-only:row:17",
 
29760
  "scores_MAEB_beta_audio-only:row:20",
29761
+ "scores_MAEB_beta_audio-only:row:22"
 
29762
  ]
29763
  }
29764
  }
 
29823
  },
29824
  {
29825
  "rank": 9,
29826
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+ "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
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  "id": "scores_MAEB_beta_audio-only:row:2",
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  "model": "Tevatron/OmniEmbed-v0.1",
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  "score": 0.4732293820949433,
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  "parameters_billion": 8.932
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  },
 
 
 
 
 
 
 
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  {
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  "rank": 11,
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  "id": "scores_MAEB_beta_audio-only:row:15",
 
30294
  },
30295
  {
30296
  "rank": 12,
30297
+ "id": "current:mini",
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+ "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
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+ "parameters_billion": 1.361475288
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+ "rank": 13,
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  "id": "scores_MAEB_beta_audio-only:row:6",
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  "model": "laion/larger_clap_music_and_speech",
30306
  "score": 0.5393674637254902,
30307
  "parameters_billion": 0.194
30308
  },
30309
  {
30310
+ "rank": 14,
30311
  "id": "scores_MAEB_beta_audio-only:row:4",
30312
  "model": "laion/larger_clap_general",
30313
  "score": 0.5376392718360071,
30314
  "parameters_billion": 0.194
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  },
30316
  {
30317
+ "rank": 15,
30318
  "id": "scores_MAEB_beta_audio-only:row:25",
30319
  "model": "google/vggish",
30320
  "score": 0.5349608971479501,
30321
  "parameters_billion": 0.072
30322
  },
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  {
30324
+ "rank": 16,
30325
  "id": "scores_MAEB_beta_audio-only:row:14",
30326
  "model": "laion/clap-htsat-unfused",
30327
  "score": 0.5329466721925133,
30328
  "parameters_billion": 0.153
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  },
30330
  {
30331
+ "rank": 17,
30332
  "id": "scores_MAEB_beta_audio-only:row:16",
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  "model": "LCO-Embedding/LCO-Embedding-Omni-3B",
30334
  "score": 0.5297655870766489,
30335
  "parameters_billion": 4.703
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  },
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  {
30338
+ "rank": 18,
30339
  "id": "scores_MAEB_beta_audio-only:row:19",
30340
  "model": "laion/clap-htsat-fused",
30341
  "score": 0.5297281827985739,
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  "parameters_billion": 0.154
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  },
 
 
 
 
 
 
 
30344
  {
30345
  "rank": 19,
30346
  "id": "scores_MAEB_beta_audio-only:row:33",
 
30994
  "scores_MAEB_beta_audio-only:row:17",
30995
  "scores_MAEB_beta_audio-only:row:22",
30996
  "scores_MAEB_beta_audio-only:row:20",
30997
+ "current:mini",
30998
  "scores_MAEB_beta_audio-only:row:6",
30999
  "scores_MAEB_beta_audio-only:row:4",
31000
  "scores_MAEB_beta_audio-only:row:25",
31001
  "scores_MAEB_beta_audio-only:row:14",
31002
+ "scores_MAEB_beta_audio-only:row:19"
 
31003
  ],
31004
  "all_known_size_point_ids": [
31005
  "scores_MAEB_beta_audio-only:row:0",
benchmarks/complete-panel-metadata.json CHANGED
@@ -4,7 +4,7 @@
4
  "primary_aggregate": "Mean(TaskType)",
5
  "supplementary_aggregate": "Mean(Task)",
6
  "data_file": "complete-panel-data.json",
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- "data_sha256": "1548148b8967dab0d69e961cc877d5d3781962f043ba17a26db0398dd746f766",
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  "score_display": "100 \u00d7 native score",
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  "snapshot_date": "2026-09-17",
10
  "known_size_point_counts": {
@@ -215,8 +215,8 @@
215
  "all_points_inside_axes": true,
216
  "all_other_panel_ranks_visible": true,
217
  "exports_sha256": {
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- "complete-panel-english41-nano.png": "7aa2aecb6271508b99a2470138c1bc6c7d57c5391915a65619ac3b782c639880",
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- "complete-panel-english41-nano.svg": "519c8ab84a2668896060cc457eb37be087fe17697bad2714729e1c6d52929f85"
220
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221
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  {
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337
  "scores_MAEB_beta_audio-only:row:17",
338
  "scores_MAEB_beta_audio-only:row:22",
339
  "scores_MAEB_beta_audio-only:row:20",
 
340
  "scores_MAEB_beta_audio-only:row:6",
341
  "scores_MAEB_beta_audio-only:row:4",
342
  "scores_MAEB_beta_audio-only:row:25",
343
  "scores_MAEB_beta_audio-only:row:14",
344
- "scores_MAEB_beta_audio-only:row:19",
345
- "current:mini"
346
  ],
347
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348
  "label_overlaps": [],
@@ -351,8 +351,8 @@
351
  "all_points_inside_axes": true,
352
  "all_other_panel_ranks_visible": true,
353
  "exports_sha256": {
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- "complete-panel-audio19-mini.png": "523c16351cac22f98a368b3c8ac5e034f0f1b92f6410c60e966749995767c777",
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- "complete-panel-audio19-mini.svg": "a9011d718397443d5cb68115075524ce244ce807fe85efcec69de9d675746bfa"
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406
  ]
407
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408
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409
- "visual_inspection": "White background; all complete points and unrounded score coordinates retained. Known reference labels include Qwen, Google EmbeddingGemma, E5, Whisper and WavLM, including points below the frontier.",
410
  "scope": "Complete dedicated snapshot rows; no per-task best stitching, no partial-panel ranking, no overall SOTA claim. Unknown-size complete peers count globally but cannot be plotted.",
411
  "ranking_population": "Dedicated registry rows plus both current Vela models, unique names asserted.",
412
  "source_urls_and_actual_measured_identity": "See sources and models in complete-panel-data.json."
 
4
  "primary_aggregate": "Mean(TaskType)",
5
  "supplementary_aggregate": "Mean(Task)",
6
  "data_file": "complete-panel-data.json",
7
+ "data_sha256": "fbe0dcb2b929bbc3f283f2fca30af768c9009feff9d2b288a97d995a928727f6",
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  "score_display": "100 \u00d7 native score",
9
  "snapshot_date": "2026-09-17",
10
  "known_size_point_counts": {
 
215
  "all_points_inside_axes": true,
216
  "all_other_panel_ranks_visible": true,
217
  "exports_sha256": {
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+ "complete-panel-english41-nano.png": "ea7e14d09f749c22b0d4d32414df5008f9d68c746f8614483b25108ff52c88cc",
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+ "complete-panel-english41-nano.svg": "79f18961e977139f72b402e83316b6dc523268817d241e61a0ef9efb54a20697"
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338
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339
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340
+ "current:mini",
341
  "scores_MAEB_beta_audio-only:row:6",
342
  "scores_MAEB_beta_audio-only:row:4",
343
  "scores_MAEB_beta_audio-only:row:25",
344
  "scores_MAEB_beta_audio-only:row:14",
345
+ "scores_MAEB_beta_audio-only:row:19"
 
346
  ],
347
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348
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351
  "all_points_inside_axes": true,
352
  "all_other_panel_ranks_visible": true,
353
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  },
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  "visible_reference_labels": [
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  {
 
406
  ]
407
  }
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  },
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+ "visual_inspection": "All five PNGs inspected: white background, full eligible point coverage, preserved named references, no clipped or overlapping labels. Mini audio rank and task scores updated; SIB-FLEURS correctly describes topic classification.",
410
  "scope": "Complete dedicated snapshot rows; no per-task best stitching, no partial-panel ranking, no overall SOTA claim. Unknown-size complete peers count globally but cannot be plotted.",
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  "ranking_population": "Dedicated registry rows plus both current Vela models, unique names asserted.",
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benchmarks/complete-panel-ranks.json ADDED
The diff for this file is too large to render. See raw diff
 
benchmarks/complete-panel-ranks.md CHANGED
@@ -1,12 +1,12 @@
1
  # Complete-panel ranks
2
 
3
- Primary: **Mean(TaskType)**. Supplementary: Mean(Task). Scores are ×100. Rankings include all complete rows in each dedicated September 17, 2026 snapshot and both current Vela models; incomplete models are excluded, unknown-size complete models retain global ranks. Size comparisons use all Vela modality parameters, against reported peer totals. No model/task score is selected from a different snapshot.
4
 
5
  | Model | Panel | Mean(TaskType) | Global | ≤ current size | Mean(Task) | Global | ≤ current size |
6
  |---|---|---:|---:|---:|---:|---:|---:|
7
  | Vela Omni Nano | English41 | 60.7818 | 65/188 | 3/66 | 64.8843 | 65/188 | 5/66 |
8
  | Vela Omni Nano | audio19 | 46.9678 | 32/64 | 8/22 | 39.7663 | 34/64 | 6/22 |
9
  | Vela Omni Mini | English41 | 58.7867 | 92/188 | 50/134 | 63.4923 | 82/188 | 42/134 |
10
- | Vela Omni Mini | audio19 | 52.9444 | 18/64 | 10/50 | 47.1487 | 10/64 | 3/50 |
11
 
12
- These are complete-panel, snapshot-relative observations, not an official leaderboard submission or a claim of general multimodal SOTA. Neither current Vela model is on the observed size–quality frontier for either complete panel. Peer evaluation protocols differ; Vela component applicability retains its actual measured identity. The data contains every eligible peer, all exclusions, source URLs/checksums, exact sizes and full rank lists.
 
1
  # Complete-panel ranks
2
 
3
+ Primary: **Mean(TaskType)**. Supplementary: Mean(Task). Scores are ×100. Same complete September 17, 2026 dedicated registry cohorts; all Vela modality parameters counted. Different upstream protocols remain explicit. No mean is imputed for an incomplete model.
4
 
5
  | Model | Panel | Mean(TaskType) | Global | ≤ current size | Mean(Task) | Global | ≤ current size |
6
  |---|---|---:|---:|---:|---:|---:|---:|
7
  | Vela Omni Nano | English41 | 60.7818 | 65/188 | 3/66 | 64.8843 | 65/188 | 5/66 |
8
  | Vela Omni Nano | audio19 | 46.9678 | 32/64 | 8/22 | 39.7663 | 34/64 | 6/22 |
9
  | Vela Omni Mini | English41 | 58.7867 | 92/188 | 50/134 | 63.4923 | 82/188 | 42/134 |
10
+ | Vela Omni Mini | audio19 | 54.8679 | 12/64 | 5/50 | 47.7720 | 9/64 | 3/50 |
11
 
12
+ These are complete-panel snapshot comparisons, not official leaderboard submissions or a general multimodal SOTA claim. English applicability retains the original measured text identity. Mini audio is newly evaluated on all 19 tasks and 134 subset/split slots. Every peer and exclusion is retained in complete-panel-data.json.
benchmarks/pareto-data.json CHANGED
@@ -2590,9 +2590,9 @@
2590
  "evaluated_revision": "29994142677559ca657c27b657eda0dddbf583bd4cf42a3a31095ab3f99d1646",
2591
  "evaluated_model": "local/Vela-Omni-Nano-GIST-Rotation",
2592
  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
2593
- "report": "benchmarks/mteb-eng-v2.json",
2594
  "prior_applicable_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
2595
- "inference_equivalence_report": "benchmarks/inference-equivalence.json",
2596
  "revision_kind": "native_artifact_fingerprint"
2597
  },
2598
  {
@@ -5870,14 +5870,15 @@
5870
  "on_displayed_frontier": false,
5871
  "evidence_type": "exact_text_component_applicability",
5872
  "observation_id": "vela_release_evaluation:llm-semantic-router/Vela-1.0-Omni-Mini",
5873
- "native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
5874
- "revision": "self",
5875
  "evaluated_native_artifact_sha256": null,
5876
- "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/blob/main/benchmarks/mteb-eng-v2.json",
5877
  "evaluated_model": {
5878
  "repo_id": "local/Qwen3-Embedding-0.6B-MRL768-NoInstructions",
5879
  "revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294"
5880
- }
 
5881
  },
5882
  {
5883
  "model": "NovaSearch/stella_en_1.5B_v5",
@@ -9110,17 +9111,88 @@
9110
  "codefuse-ai/F2LLM-v2-80M"
9111
  ],
9112
  "frontier_observations": [
9113
- "registry_reported:minishlab/potion-base-2M",
9114
- "registry_reported:minishlab/potion-base-4M",
9115
- "registry_reported:minishlab/potion-base-8M",
9116
- "registry_reported:Mihaiii/Wartortle",
9117
- "registry_reported:MongoDB/mdbr-leaf-mt",
9118
- "registry_reported:abhinand/MedEmbed-small-v0.1",
9119
- "rerun:F2LLM-v2-80M:6faa7738:ArXivHierarchicalClusteringP2P:2026-09-18"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9120
  ],
9121
  "peer_observation_count": 211,
9122
  "measured_peer_observations": 1,
9123
- "observation_policy": "Registry observations and independently measured observations remain separate, including for the same model. All participate in the descriptive frontier; protocol differences remain explicit."
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9124
  },
9125
  "nmsqa": {
9126
  "task": "NMSQAPairClassification",
@@ -9623,9 +9695,9 @@
9623
  "evaluated_model": "llm-semantic-router/Vela-1.0-Omni-Nano",
9624
  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
9625
  "evidence_type": "exact_public_inference_applicability",
9626
- "report": "benchmarks/maeb-audio-only.json",
9627
  "prior_applicable_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
9628
- "inference_equivalence_report": "benchmarks/inference-equivalence.json",
9629
  "revision_kind": "native_artifact_fingerprint"
9630
  },
9631
  {
@@ -10202,7 +10274,7 @@
10202
  "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
10203
  "parameters_billion": 1.361475288,
10204
  "parameters_exact": 1361475288,
10205
- "score": 88.8342844069343,
10206
  "open_weights": true,
10207
  "modalities": [
10208
  "text",
@@ -10213,11 +10285,12 @@
10213
  "kind": "mini",
10214
  "evaluated_task_revision": "d33eea302d8a64c0a2ee094cf39d77c0814fe87a",
10215
  "on_displayed_frontier": false,
10216
- "native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
10217
- "revision": "self",
10218
- "evaluated_native_artifact_sha256": "530d9af9957e1b03560943a0e4ffc1e6745b2aebfc9d977a8e9bbff91c1b627a",
10219
- "evidence_type": "exact_metadata_only_applicability",
10220
- "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/blob/main/benchmarks/maeb-audio-only.json"
 
10221
  },
10222
  {
10223
  "model": "openai/whisper-large-v3",
@@ -10747,16 +10820,60 @@
10747
  "LCO-Embedding/LCO-Embedding-Omni-7B"
10748
  ],
10749
  "frontier_observations": [
10750
- "registry_reported:google/yamnet",
10751
- "llm-semantic-router/Vela-1.0-Omni-Nano",
10752
- "registry_reported:microsoft/speecht5_multimodal",
10753
- "registry_reported:jinaai/jina-embeddings-v5-omni-nano",
10754
- "registry_reported:BidirLM/BidirLM-Omni-2.5B-Embedding",
10755
- "registry_reported:LCO-Embedding/LCO-Embedding-Omni-3B",
10756
- "registry_reported:LCO-Embedding/LCO-Embedding-Omni-7B"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10757
  ],
10758
  "peer_observation_count": 66,
10759
- "measured_peer_observations": 0
 
 
 
10760
  },
10761
  "sibfleurs": {
10762
  "task": "SIBFLEURS",
@@ -11259,9 +11376,9 @@
11259
  "evaluated_model": "llm-semantic-router/Vela-1.0-Omni-Nano",
11260
  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
11261
  "evidence_type": "exact_public_inference_applicability",
11262
- "report": "benchmarks/maeb-audio-only.json",
11263
  "prior_applicable_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
11264
- "inference_equivalence_report": "benchmarks/inference-equivalence.json",
11265
  "revision_kind": "native_artifact_fingerprint"
11266
  },
11267
  {
@@ -11838,7 +11955,7 @@
11838
  "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
11839
  "parameters_billion": 1.361475288,
11840
  "parameters_exact": 1361475288,
11841
- "score": 39.34898860730063,
11842
  "open_weights": true,
11843
  "modalities": [
11844
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@@ -11849,11 +11966,12 @@
11849
  "kind": "mini",
11850
  "evaluated_task_revision": "186b61175fbd77059f769b6bf1110d449a2ff311",
11851
  "on_displayed_frontier": true,
11852
- "native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
11853
- "revision": "self",
11854
- "evaluated_native_artifact_sha256": "530d9af9957e1b03560943a0e4ffc1e6745b2aebfc9d977a8e9bbff91c1b627a",
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- "evidence_type": "exact_metadata_only_applicability",
11856
- "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/blob/main/benchmarks/maeb-audio-only.json"
 
11857
  },
11858
  {
11859
  "model": "openai/whisper-large-v3",
@@ -12406,16 +12524,60 @@
12406
  "BidirLM/BidirLM-Omni-2.5B-Embedding"
12407
  ],
12408
  "frontier_observations": [
12409
- "registry_reported:google/yamnet",
12410
- "registry_reported:asapp/sew-d-tiny-100k-ft-ls100h",
12411
- "registry_reported:matthewagi/HeAR-s1.1",
12412
- "registry_reported:jinaai/jina-embeddings-v5-omni-nano",
12413
- "llm-semantic-router/Vela-1.0-Omni-Mini",
12414
- "registry_reported:facebook/seamless-m4t-v2-large",
12415
- "registry_reported:BidirLM/BidirLM-Omni-2.5B-Embedding"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12416
  ],
12417
  "peer_observation_count": 67,
12418
- "measured_peer_observations": 0
 
 
 
12419
  },
12420
  "vehiclesoundclustering": {
12421
  "task": "VehicleSoundClustering",
@@ -12941,9 +13103,9 @@
12941
  "evaluated_model": "llm-semantic-router/Vela-1.0-Omni-Nano",
12942
  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
12943
  "evidence_type": "exact_public_inference_applicability",
12944
- "report": "benchmarks/maeb-audio-only.json",
12945
  "prior_applicable_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
12946
- "inference_equivalence_report": "benchmarks/inference-equivalence.json",
12947
  "revision_kind": "native_artifact_fingerprint"
12948
  },
12949
  {
@@ -13520,7 +13682,7 @@
13520
  "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
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  "parameters_billion": 1.361475288,
13522
  "parameters_exact": 1361475288,
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- "score": 1.7611130064421179,
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  "open_weights": true,
13525
  "modalities": [
13526
  "text",
@@ -13531,11 +13693,12 @@
13531
  "kind": "mini",
13532
  "evaluated_task_revision": "5f905f9544d0c78b607639662c88c2ddd1216384",
13533
  "on_displayed_frontier": false,
13534
- "native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
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- "revision": "self",
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- "evaluated_native_artifact_sha256": "530d9af9957e1b03560943a0e4ffc1e6745b2aebfc9d977a8e9bbff91c1b627a",
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- "evidence_type": "exact_metadata_only_applicability",
13538
- "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/blob/main/benchmarks/maeb-audio-only.json"
 
13539
  },
13540
  {
13541
  "model": "openai/whisper-large-v3",
@@ -14101,13 +14264,220 @@
14101
  "MIT/ast-finetuned-audioset-10-10-0.4593"
14102
  ],
14103
  "frontier_observations": [
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- "registry_reported:google/yamnet",
14105
- "registry_reported:matthewagi/HeAR-s1.1",
14106
- "registry_reported:openai/whisper-tiny",
14107
- "independent_rerun:MIT/ast-finetuned-audioset-10-10-0.4593:f826b80d28226b62986cc218e5cec390b1096902:VehicleSoundClustering"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14108
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14110
- "measured_peer_observations": 1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14111
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2590
  "evaluated_revision": "29994142677559ca657c27b657eda0dddbf583bd4cf42a3a31095ab3f99d1646",
2591
  "evaluated_model": "local/Vela-Omni-Nano-GIST-Rotation",
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  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
2593
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/mteb-eng-v2.json",
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  "prior_applicable_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
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+ "inference_equivalence_report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/inference-equivalence.json",
2596
  "revision_kind": "native_artifact_fingerprint"
2597
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5870
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5871
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5872
  "observation_id": "vela_release_evaluation:llm-semantic-router/Vela-1.0-Omni-Mini",
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+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
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+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/mteb-eng-v2.json",
5877
  "evaluated_model": {
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  "revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294"
5880
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+ "identity_ref": "models.mini.task_evidence.English41"
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5884
  "model": "NovaSearch/stella_en_1.5B_v5",
 
9111
  "codefuse-ai/F2LLM-v2-80M"
9112
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9113
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+ }
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  ],
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+ "observation_policy": "Registry observations and independently measured observations remain separate, including for the same model. All participate in the descriptive frontier; protocol differences remain explicit.",
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+ "ArxivClusteringP2P",
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+ "ArxivClusteringS2S"
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+ "https://huggingface.co/codefuse-ai/F2LLM-v2-80M/tree/6faa7738f343cd4321f9b2fa92fdb7cae3c117a5"
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+ "observation_id": "rerun:F2LLM-v2-80M:6faa7738:ArXivHierarchicalClusteringP2P:2026-09-18",
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+ "report_file": "peer-evaluations/f2llm-v2-80m-arxiv.json",
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+ "protocol_note": "Official MTEB2.21 task defaults; BF16, task instruction+EOS,8192 tokens; model-specific settings differ from Vela.",
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+ "on_displayed_frontier": true
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  },
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  "nmsqa": {
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  "task": "NMSQAPairClassification",
 
9695
  "evaluated_model": "llm-semantic-router/Vela-1.0-Omni-Nano",
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  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
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  "evidence_type": "exact_public_inference_applicability",
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+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/maeb-audio-only.json",
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  "prior_applicable_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
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  "revision_kind": "native_artifact_fingerprint"
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+ "identity_ref": "models.mini.task_evidence.audio19"
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  },
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10296
  "model": "openai/whisper-large-v3",
 
10820
  "LCO-Embedding/LCO-Embedding-Omni-7B"
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  "frontier_observations": [
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  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
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  "evidence_type": "exact_public_inference_applicability",
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+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/maeb-audio-only.json",
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  "revision_kind": "native_artifact_fingerprint"
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  "parameters_billion": 1.361475288,
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  "kind": "mini",
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+ "identity_ref": "models.mini.task_evidence.audio19"
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11977
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12524
  "BidirLM/BidirLM-Omni-2.5B-Embedding"
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12583
  "task": "VehicleSoundClustering",
 
13103
  "evaluated_model": "llm-semantic-router/Vela-1.0-Omni-Nano",
13104
  "revision_semantics": "Evaluated revisions are native artifact fingerprints; applies-to identity is the current whole artifact.",
13105
  "evidence_type": "exact_public_inference_applicability",
13106
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/maeb-audio-only.json",
13107
  "prior_applicable_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
13108
+ "inference_equivalence_report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/inference-equivalence.json",
13109
  "revision_kind": "native_artifact_fingerprint"
13110
  },
13111
  {
 
13682
  "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
13683
  "parameters_billion": 1.361475288,
13684
  "parameters_exact": 1361475288,
13685
+ "score": 1.7269120528614579,
13686
  "open_weights": true,
13687
  "modalities": [
13688
  "text",
 
13693
  "kind": "mini",
13694
  "evaluated_task_revision": "5f905f9544d0c78b607639662c88c2ddd1216384",
13695
  "on_displayed_frontier": false,
13696
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
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+ "revision": null,
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+ "evaluated_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
13699
+ "evidence_type": "measured_release_evaluation",
13700
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/maeb-audio-only.json",
13701
+ "identity_ref": "models.mini.task_evidence.audio19"
13702
  },
13703
  {
13704
  "model": "openai/whisper-large-v3",
 
14264
  "MIT/ast-finetuned-audioset-10-10-0.4593"
14265
  ],
14266
  "frontier_observations": [
14267
+ {
14268
+ "model": "google/yamnet",
14269
+ "parameters_billion": 0.004,
14270
+ "score": 0.35100000000000003,
14271
+ "evidence_type": "registry_reported",
14272
+ "observation_id": "registry_reported:google/yamnet"
14273
+ },
14274
+ {
14275
+ "model": "matthewagi/HeAR-s1.1",
14276
+ "parameters_billion": 0.022,
14277
+ "score": 3.8280000000000003,
14278
+ "evidence_type": "registry_reported",
14279
+ "observation_id": "registry_reported:matthewagi/HeAR-s1.1"
14280
+ },
14281
+ {
14282
+ "model": "openai/whisper-tiny",
14283
+ "parameters_billion": 0.039,
14284
+ "score": 12.3883,
14285
+ "evidence_type": "registry_reported",
14286
+ "observation_id": "registry_reported:openai/whisper-tiny"
14287
+ },
14288
+ {
14289
+ "model": "MIT/ast-finetuned-audioset-10-10-0.4593",
14290
+ "parameters_billion": 0.086594063,
14291
+ "score": 14.342872113086985,
14292
+ "evidence_type": "independent_rerun",
14293
+ "observation_id": "independent_rerun:MIT/ast-finetuned-audioset-10-10-0.4593:f826b80d28226b62986cc218e5cec390b1096902:VehicleSoundClustering"
14294
+ }
14295
  ],
14296
  "peer_observation_count": 68,
14297
+ "measured_peer_observations": 1,
14298
+ "highlight_variant": "nano",
14299
+ "highlight_dominators": [
14300
+ {
14301
+ "model": "MIT/ast-finetuned-audioset-10-10-0.4593",
14302
+ "parameters_billion": 0.086594063,
14303
+ "parameters_exact": 86594063,
14304
+ "score": 14.342872113086985,
14305
+ "open_weights": true,
14306
+ "modalities": [
14307
+ "audio"
14308
+ ],
14309
+ "training_tasks": [],
14310
+ "source_urls": [
14311
+ "https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593/tree/f826b80d28226b62986cc218e5cec390b1096902",
14312
+ "https://github.com/YuanGongND/ast"
14313
+ ],
14314
+ "size_basis": "counted_pinned_full_checkpoint",
14315
+ "kind": "peer",
14316
+ "evidence_type": "independent_rerun",
14317
+ "observation_id": "independent_rerun:MIT/ast-finetuned-audioset-10-10-0.4593:f826b80d28226b62986cc218e5cec390b1096902:VehicleSoundClustering",
14318
+ "revision": "f826b80d28226b62986cc218e5cec390b1096902",
14319
+ "report": "benchmarks/peer-evaluations/ast-vehicle.json",
14320
+ "license": "bsd-3-clause",
14321
+ "on_displayed_frontier": true
14322
+ }
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+ ],
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+ "highlight_gap_above_best_equal_or_smaller_peer_pp": -0.5421709345231776
14325
+ }
14326
+ },
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+ "models": {
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+ "nano": {
14329
+ "repo_id": "llm-semantic-router/Vela-1.0-Omni-Nano",
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+ "release_commit": "d8ac5b5ac2274a501fc61aeb5be70cec1855a806",
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+ "parameters_exact": 135383808,
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+ "current_native_artifact_sha256": "50ce808197fb43a1b8913a66d4a47339ec66ecd10d52cbd9f9e752d02f8c43fa",
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+ "task_evidence": {
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+ "English41": {
14335
+ "source_id": "nano_English41",
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+ "identity": {
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+ "model": "local/Vela-Omni-Nano-GIST-Rotation",
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+ "evaluated_revision": "29994142677559ca657c27b657eda0dddbf583bd4cf42a3a31095ab3f99d1646",
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+ "native_artifact_sha256": "29994142677559ca657c27b657eda0dddbf583bd4cf42a3a31095ab3f99d1646",
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+ "component_applicability": {
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+ "component": "text",
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+ "applies_to_revision": "self",
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+ "applies_to_native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
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+ "evaluated_model": "local/Vela-Omni-Nano-GIST-Rotation",
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+ "evaluated_revision": "29994142677559ca657c27b657eda0dddbf583bd4cf42a3a31095ab3f99d1646",
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+ "evaluated_native_artifact_sha256": "29994142677559ca657c27b657eda0dddbf583bd4cf42a3a31095ab3f99d1646",
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+ "revision_kind": "local native artifact fingerprint, not a Hugging Face commit",
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+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/component-equivalence.json",
14349
+ "new_full_panel_inference": false,
14350
+ "basis": "199 exact text tensors and byte-identical inference/tokenizer/configuration under the same official evaluator protocol."
14351
+ },
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+ "revision_semantics": "local native artifact fingerprint, not a Hugging Face commit",
14353
+ "inference_profile_applicability": {
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+ "revision": "self",
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+ "native_artifact_sha256": "50ce808197fb43a1b8913a66d4a47339ec66ecd10d52cbd9f9e752d02f8c43fa",
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+ "parameters": 135383808,
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+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/inference-equivalence.json",
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+ "new_benchmark_run": false
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+ }
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+ },
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+ "self_reference_interpretation": "d8ac5b5ac2274a501fc61aeb5be70cec1855a806"
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+ },
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+ "audio19": {
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+ "source_id": "nano_audio19",
14365
+ "identity": {
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+ "model": "llm-semantic-router/Vela-1.0-Omni-Nano",
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+ "evaluated_revision": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
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+ "native_artifact_sha256": "96d76f97478e114b816df3ab1b3c6947e4c5ef0babfb40ab865d7e3c838d34c4",
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+ "revision_semantics": "Native artifact fingerprint identifying the evaluated weights and inference files; the release commit is the repository revision containing this report.",
14370
+ "inference_profile_applicability": {
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+ "revision": "self",
14372
+ "native_artifact_sha256": "50ce808197fb43a1b8913a66d4a47339ec66ecd10d52cbd9f9e752d02f8c43fa",
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+ "parameters": 135383808,
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+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/inference-equivalence.json",
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+ "new_benchmark_run": false
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+ }
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+ },
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+ "self_reference_interpretation": "d8ac5b5ac2274a501fc61aeb5be70cec1855a806"
14379
+ }
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+ }
14381
+ },
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+ "mini": {
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+ "repo_id": "llm-semantic-router/Vela-1.0-Omni-Mini",
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+ "release_commit": null,
14385
+ "parameters_exact": 1361475288,
14386
+ "current_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
14387
+ "task_evidence": {
14388
+ "English41": {
14389
+ "source_id": "mini_English41",
14390
+ "identity": {
14391
+ "model": "local/Qwen3-Embedding-0.6B-MRL768-NoInstructions",
14392
+ "evaluated_revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294",
14393
+ "revision_semantics": "Exact standalone evaluation identity; not a Hugging Face commit for this Omni release.",
14394
+ "component_applicability": {
14395
+ "component": "text",
14396
+ "evaluated_model": {
14397
+ "repo_id": "local/Qwen3-Embedding-0.6B-MRL768-NoInstructions",
14398
+ "revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294"
14399
+ },
14400
+ "applies_to_model": "llm-semantic-router/Vela-1.0-Omni-Mini",
14401
+ "applies_to_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
14402
+ "prior_component_applicability": {
14403
+ "component": "text",
14404
+ "evaluated_model": {
14405
+ "repo_id": "local/Qwen3-Embedding-0.6B-MRL768-NoInstructions",
14406
+ "revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294"
14407
+ },
14408
+ "applies_to_model": "llm-semantic-router/Vela-1.0-Omni-Mini",
14409
+ "applies_to_native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
14410
+ "bridge_native_artifact_sha256": "530d9af9957e1b03560943a0e4ffc1e6745b2aebfc9d977a8e9bbff91c1b627a",
14411
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/f5ef7feb7c0a7877c27ca4fa03c2183edba66fce/benchmarks/component-equivalence.json",
14412
+ "new_whole_Omni_panel_inference": false,
14413
+ "basis": "Exact frozen text weights, tokenizer, active configuration and encoding computation under the same evaluator protocol.",
14414
+ "prior_bridge_native_artifact_sha256": "cf5f45cf6e26cd225e0fc0c1ece629b13b8bd0dfe57dcedef739ca8f529f80ab"
14415
+ },
14416
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/component-equivalence.json",
14417
+ "new_whole_Omni_panel_inference": false,
14418
+ "basis": "Frozen text tensors, tokenizer, configuration and encoding computation are unchanged; retain the original standalone measured identity."
14419
+ }
14420
+ },
14421
+ "self_reference_interpretation": "Mini native fingerprint d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731"
14422
+ },
14423
+ "audio19": {
14424
+ "source_id": "mini_audio19",
14425
+ "identity": {
14426
+ "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
14427
+ "evaluated_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
14428
+ "release_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
14429
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/maeb-audio-only.json",
14430
+ "new_full_panel_inference": true
14431
+ },
14432
+ "self_reference_interpretation": "Mini native fingerprint d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731"
14433
+ }
14434
+ },
14435
+ "release_reference": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini",
14436
+ "release_revision_semantics": "Exact native fingerprint below; Hub commit is not encoded in this file."
14437
+ }
14438
+ },
14439
+ "sources": {
14440
+ "nano_English41": {
14441
+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/mteb-eng-v2.json",
14442
+ "sha256": "733f6a58faae3d04e1b5a59de73085b156dc9987ba0e04e28548c17dc5904cec",
14443
+ "evidence_type": "Vela_published_report"
14444
+ },
14445
+ "nano_audio19": {
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+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Nano/resolve/d8ac5b5ac2274a501fc61aeb5be70cec1855a806/benchmarks/maeb-audio-only.json",
14447
+ "sha256": "e0259c59e04649f42cd2f004d57b525c79442297d28498a7434bddb4b000bdf9",
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+ "evidence_type": "Vela_published_report"
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+ },
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+ "mini_English41": {
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+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/mteb-eng-v2.json",
14452
+ "evidence_type": "Vela_release_report",
14453
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
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+ "sha256": "5048644990078e6b0c9bd7aa1d52a7ed60729608ebafdb22bc49b4dad0f7cac9"
14455
+ },
14456
+ "mini_audio19": {
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+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/maeb-audio-only.json",
14458
+ "evidence_type": "Vela_release_report",
14459
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
14460
+ "sha256": "b9adc831e1de9caed37d38292dc95d65f4f933178fa7abbf7c1211f23617efbf"
14461
+ },
14462
+ "scores_MTEB_eng_v2": {
14463
+ "url": "https://mteb-leaderboard-backend.hf.space/v1/benchmarks/MTEB%28eng%2C%20v2%29/scores",
14464
+ "sha256": "e574f14dc778d72c08255450091191b103930c487fa172a2dfabe41a0b56569d",
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+ "retrieved_at_utc": "2026-09-17T20:28:47.419876+00:00",
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+ "bytes": 1071836,
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+ "benchmark": "MTEB(eng, v2)"
14468
+ },
14469
+ "scores_MAEB_beta_audio-only": {
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+ "url": "https://mteb-leaderboard-backend.hf.space/v1/benchmarks/MAEB%28beta%2C%20audio-only%29/scores",
14471
+ "sha256": "6153942c26a31577cc1e3a2fbb6eb10b09dc2f1fe08749db598d261e653f6bca",
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+ "retrieved_at_utc": "2026-09-17T20:28:48.670374+00:00",
14473
+ "bytes": 194971,
14474
+ "benchmark": "MAEB(beta, audio-only)"
14475
+ },
14476
+ "mini_component_equivalence": {
14477
+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/component-equivalence.json",
14478
+ "sha256": "8bbbd3a362d84a6e8f030803259db69e932e5997b1c7af1a276a0d17862eb184",
14479
+ "evidence_type": "exact_component_identity_report",
14480
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731"
14481
  }
14482
  }
14483
  }
benchmarks/pareto-methodology.md CHANGED
@@ -10,12 +10,16 @@ The plots show every complete model with a known positive total parameter count.
10
 
11
  Vela sizes count all stored model parameters across text, image and audio: Nano 135,383,808 and Mini 1,361,475,288. Peer sizes use registry-reported totals, which can be rounded. Peers include both single-modality specialists and multimodal encoders. Their scores were reported under differing prompts, model revisions and evaluation protocols; these are snapshot-relative comparisons, not matched reproductions or official leaderboard submissions. There is no combined text–image–audio rank. Neither current Vela model lies on these complete-panel frontiers.
12
 
13
- [All ranks](complete-panel-ranks.md) · [Complete vectors, source URLs, exclusions and plotted points](complete-panel-data.json) · [Figure metadata](complete-panel-metadata.json) · [Vela evaluation protocol](EVALUATION.md)
14
 
15
  ## Selected task strengths
16
 
17
- The task gallery highlights Nano on IMDb classification and NMSQA audio pair classification, and Mini on Mridingham tonic classification and SIB-FLEURS spoken-language classification. Each highlighted model is nondominated among the documented references for that particular task. A task-level position does not establish overall SOTA, and neither a label nor a displayed highlight removes other eligible points from the frontier calculation.
18
 
19
  The task plots retain finite scores with known positive total size, including closed-weight models. Registry observations and separately measured peers retain their individual provenance. A stronger new observation can change the frontier without any change in Vela's own score. Complete benchmark results, including regressions, remain in the evaluation report.
20
 
21
  [IMDb and Mridingham points and sources](pareto-new-frontiers.json) · [NMSQA and SIB-FLEURS points and sources](pareto-data.json) · [Other retained task observations (CSV)](pareto-points.csv)
 
 
 
 
 
10
 
11
  Vela sizes count all stored model parameters across text, image and audio: Nano 135,383,808 and Mini 1,361,475,288. Peer sizes use registry-reported totals, which can be rounded. Peers include both single-modality specialists and multimodal encoders. Their scores were reported under differing prompts, model revisions and evaluation protocols; these are snapshot-relative comparisons, not matched reproductions or official leaderboard submissions. There is no combined text–image–audio rank. Neither current Vela model lies on these complete-panel frontiers.
12
 
13
+ [All ranks](complete-panel-ranks.md) · [Complete vectors, source URLs, exclusions and plotted points](complete-panel-data.json) · [Figure metadata](complete-panel-metadata.json) · [Vela evaluation protocol](../EVALUATION.md)
14
 
15
  ## Selected task strengths
16
 
17
+ The task gallery highlights Nano on IMDb classification and NMSQA audio pair classification, and Mini on Mridingham tonic classification and SIB-FLEURS spoken-topic classification. Each highlighted model is nondominated among the documented references for that particular task. A task-level position does not establish overall SOTA, and neither a label nor a displayed highlight removes other eligible points from the frontier calculation.
18
 
19
  The task plots retain finite scores with known positive total size, including closed-weight models. Registry observations and separately measured peers retain their individual provenance. A stronger new observation can change the frontier without any change in Vela's own score. Complete benchmark results, including regressions, remain in the evaluation report.
20
 
21
  [IMDb and Mridingham points and sources](pareto-new-frontiers.json) · [NMSQA and SIB-FLEURS points and sources](pareto-data.json) · [Other retained task observations (CSV)](pareto-points.csv)
22
+
23
+ Mini audio uses the newly completed 19-task evaluation of this release; its unchanged English text computation retains the original evaluated identity through an explicit component bridge. Per-task regressions remain in the complete report. No reported peer coordinate was replaced by a partial-panel rerun.
24
+
25
+ SIB-FLEURS measures topic classification of multilingual audio, not language identification. This description follows pinned MTEB 2.21.0 task metadata (`mteb/tasks/classification/multilingual/sibfleurs.py`, SHA-256 `f88cc34acc7414dc84ccf8cbbd2f79456076df126f9acc696bd7f45c9481ad55`), with [dataset revision 186b6117](https://huggingface.co/datasets/mteb/sib-fleurs-multilingual-mini/tree/186b61175fbd77059f769b6bf1110d449a2ff311).
benchmarks/pareto-new-frontiers.json CHANGED
@@ -41,14 +41,22 @@
41
  "evidence_type": "Vela_published_report"
42
  },
43
  "mini_English41": {
44
- "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/f5ef7feb7c0a7877c27ca4fa03c2183edba66fce/benchmarks/mteb-eng-v2.json",
45
- "sha256": "7a09d4dd11f3ad0dd3ae5c1f9e6aa2d9f7f650803c46922856012ebedf7f4475",
46
- "evidence_type": "Vela_published_report"
 
47
  },
48
  "mini_audio19": {
49
- "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/f5ef7feb7c0a7877c27ca4fa03c2183edba66fce/benchmarks/maeb-audio-only.json",
50
- "sha256": "feba9461a6a637dc646c23a48c495d48195ac2e5e91571040b71af9b50beac5f",
51
- "evidence_type": "Vela_published_report"
 
 
 
 
 
 
 
52
  }
53
  },
54
  "models": {
@@ -108,9 +116,9 @@
108
  },
109
  "mini": {
110
  "repo_id": "llm-semantic-router/Vela-1.0-Omni-Mini",
111
- "release_commit": "f5ef7feb7c0a7877c27ca4fa03c2183edba66fce",
112
  "parameters_exact": 1361475288,
113
- "current_native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
114
  "task_evidence": {
115
  "English41": {
116
  "source_id": "mini_English41",
@@ -125,27 +133,42 @@
125
  "revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294"
126
  },
127
  "applies_to_model": "llm-semantic-router/Vela-1.0-Omni-Mini",
128
- "applies_to_native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
129
- "bridge_native_artifact_sha256": "530d9af9957e1b03560943a0e4ffc1e6745b2aebfc9d977a8e9bbff91c1b627a",
130
- "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/f5ef7feb7c0a7877c27ca4fa03c2183edba66fce/benchmarks/component-equivalence.json",
 
 
 
 
 
 
 
 
 
 
 
 
 
131
  "new_whole_Omni_panel_inference": false,
132
- "basis": "Exact frozen text weights, tokenizer, active configuration and encoding computation under the same evaluator protocol.",
133
- "prior_bridge_native_artifact_sha256": "cf5f45cf6e26cd225e0fc0c1ece629b13b8bd0dfe57dcedef739ca8f529f80ab"
134
  }
135
  },
136
- "self_reference_interpretation": "f5ef7feb7c0a7877c27ca4fa03c2183edba66fce"
137
  },
138
  "audio19": {
139
  "source_id": "mini_audio19",
140
  "identity": {
141
  "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
142
- "evaluated_native_artifact_sha256": "530d9af9957e1b03560943a0e4ffc1e6745b2aebfc9d977a8e9bbff91c1b627a",
143
- "release_native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
144
- "release_equivalence": "NOTICE-only correction; identical weights and inference computation."
 
145
  },
146
- "self_reference_interpretation": "f5ef7feb7c0a7877c27ca4fa03c2183edba66fce"
147
  }
148
- }
 
 
149
  }
150
  },
151
  "tasks": {
@@ -4095,11 +4118,15 @@
4095
  "parameters_billion": 1.361475288,
4096
  "parameters_exact": 1361475288,
4097
  "score": 82.522,
4098
- "evidence_type": "measured_with_explicit_applicability",
4099
  "identity_ref": "models.mini.task_evidence.English41",
4100
  "size_basis": "current_whole_model_exact_tensor_count",
4101
  "open_weights": true,
4102
- "on_displayed_frontier": false
 
 
 
 
4103
  }
4104
  ],
4105
  "frontier_models": [
@@ -4108,6 +4135,7 @@
4108
  "Mihaiii/Squirtle",
4109
  "MongoDB/mdbr-leaf-mt",
4110
  "BAAI/bge-small-en",
 
4111
  "jinaai/jina-embeddings-v5-text-nano",
4112
  "jxm/cde-small-v2",
4113
  "Tarka-AIR/Tarka-Embedding-350M-V1",
@@ -4115,8 +4143,7 @@
4115
  "infgrad/Jasper-Token-Compression-600M",
4116
  "Qwen/Qwen3-Embedding-4B",
4117
  "voyageai/voyage-3-m-exp",
4118
- "Qwen/Qwen3-Embedding-8B",
4119
- "llm-semantic-router/Vela-1.0-Omni-Nano"
4120
  ],
4121
  "reported_peer_observations": 230,
4122
  "unknown_size_observations_excluded": [
@@ -5757,12 +5784,16 @@
5757
  "kind": "mini",
5758
  "parameters_billion": 1.361475288,
5759
  "parameters_exact": 1361475288,
5760
- "score": 68.07980815643262,
5761
- "evidence_type": "measured_with_explicit_applicability",
5762
  "identity_ref": "models.mini.task_evidence.audio19",
5763
  "size_basis": "current_whole_model_exact_tensor_count",
5764
  "open_weights": true,
5765
- "on_displayed_frontier": true
 
 
 
 
5766
  }
5767
  ],
5768
  "frontier_models": [
@@ -5774,7 +5805,7 @@
5774
  "reported_peer_observations": 65,
5775
  "unknown_size_observations_excluded": [],
5776
  "unknown_size_observation_count": 0,
5777
- "highlight_gap_above_best_equal_or_smaller_peer_pp": 13.916608156432616,
5778
  "highlight_dominators": []
5779
  }
5780
  },
 
41
  "evidence_type": "Vela_published_report"
42
  },
43
  "mini_English41": {
44
+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/mteb-eng-v2.json",
45
+ "evidence_type": "Vela_release_report",
46
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
47
+ "sha256": "5048644990078e6b0c9bd7aa1d52a7ed60729608ebafdb22bc49b4dad0f7cac9"
48
  },
49
  "mini_audio19": {
50
+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/maeb-audio-only.json",
51
+ "evidence_type": "Vela_release_report",
52
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
53
+ "sha256": "b9adc831e1de9caed37d38292dc95d65f4f933178fa7abbf7c1211f23617efbf"
54
+ },
55
+ "mini_component_equivalence": {
56
+ "url": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/component-equivalence.json",
57
+ "sha256": "8bbbd3a362d84a6e8f030803259db69e932e5997b1c7af1a276a0d17862eb184",
58
+ "evidence_type": "exact_component_identity_report",
59
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731"
60
  }
61
  },
62
  "models": {
 
116
  },
117
  "mini": {
118
  "repo_id": "llm-semantic-router/Vela-1.0-Omni-Mini",
119
+ "release_commit": null,
120
  "parameters_exact": 1361475288,
121
+ "current_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
122
  "task_evidence": {
123
  "English41": {
124
  "source_id": "mini_English41",
 
133
  "revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294"
134
  },
135
  "applies_to_model": "llm-semantic-router/Vela-1.0-Omni-Mini",
136
+ "applies_to_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
137
+ "prior_component_applicability": {
138
+ "component": "text",
139
+ "evaluated_model": {
140
+ "repo_id": "local/Qwen3-Embedding-0.6B-MRL768-NoInstructions",
141
+ "revision": "98e47eac3fa59b6c627e371230905400b3a405ddc69ab1ef02cb1c476db04294"
142
+ },
143
+ "applies_to_model": "llm-semantic-router/Vela-1.0-Omni-Mini",
144
+ "applies_to_native_artifact_sha256": "1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3",
145
+ "bridge_native_artifact_sha256": "530d9af9957e1b03560943a0e4ffc1e6745b2aebfc9d977a8e9bbff91c1b627a",
146
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/f5ef7feb7c0a7877c27ca4fa03c2183edba66fce/benchmarks/component-equivalence.json",
147
+ "new_whole_Omni_panel_inference": false,
148
+ "basis": "Exact frozen text weights, tokenizer, active configuration and encoding computation under the same evaluator protocol.",
149
+ "prior_bridge_native_artifact_sha256": "cf5f45cf6e26cd225e0fc0c1ece629b13b8bd0dfe57dcedef739ca8f529f80ab"
150
+ },
151
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/component-equivalence.json",
152
  "new_whole_Omni_panel_inference": false,
153
+ "basis": "Frozen text tensors, tokenizer, configuration and encoding computation are unchanged; retain the original standalone measured identity."
 
154
  }
155
  },
156
+ "self_reference_interpretation": "Mini native fingerprint d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731"
157
  },
158
  "audio19": {
159
  "source_id": "mini_audio19",
160
  "identity": {
161
  "model": "llm-semantic-router/Vela-1.0-Omni-Mini",
162
+ "evaluated_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
163
+ "release_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
164
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/maeb-audio-only.json",
165
+ "new_full_panel_inference": true
166
  },
167
+ "self_reference_interpretation": "Mini native fingerprint d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731"
168
  }
169
+ },
170
+ "release_reference": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini",
171
+ "release_revision_semantics": "Exact native fingerprint below; Hub commit is not encoded in this file."
172
  }
173
  },
174
  "tasks": {
 
4118
  "parameters_billion": 1.361475288,
4119
  "parameters_exact": 1361475288,
4120
  "score": 82.522,
4121
+ "evidence_type": "exact_text_component_applicability",
4122
  "identity_ref": "models.mini.task_evidence.English41",
4123
  "size_basis": "current_whole_model_exact_tensor_count",
4124
  "open_weights": true,
4125
+ "on_displayed_frontier": false,
4126
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
4127
+ "revision": null,
4128
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/mteb-eng-v2.json",
4129
+ "evaluated_native_artifact_sha256": null
4130
  }
4131
  ],
4132
  "frontier_models": [
 
4135
  "Mihaiii/Squirtle",
4136
  "MongoDB/mdbr-leaf-mt",
4137
  "BAAI/bge-small-en",
4138
+ "llm-semantic-router/Vela-1.0-Omni-Nano",
4139
  "jinaai/jina-embeddings-v5-text-nano",
4140
  "jxm/cde-small-v2",
4141
  "Tarka-AIR/Tarka-Embedding-350M-V1",
 
4143
  "infgrad/Jasper-Token-Compression-600M",
4144
  "Qwen/Qwen3-Embedding-4B",
4145
  "voyageai/voyage-3-m-exp",
4146
+ "Qwen/Qwen3-Embedding-8B"
 
4147
  ],
4148
  "reported_peer_observations": 230,
4149
  "unknown_size_observations_excluded": [
 
5784
  "kind": "mini",
5785
  "parameters_billion": 1.361475288,
5786
  "parameters_exact": 1361475288,
5787
+ "score": 68.13725852666605,
5788
+ "evidence_type": "measured_release_evaluation",
5789
  "identity_ref": "models.mini.task_evidence.audio19",
5790
  "size_basis": "current_whole_model_exact_tensor_count",
5791
  "open_weights": true,
5792
+ "on_displayed_frontier": true,
5793
+ "native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731",
5794
+ "revision": null,
5795
+ "report": "https://huggingface.co/llm-semantic-router/Vela-1.0-Omni-Mini/resolve/main/benchmarks/maeb-audio-only.json",
5796
+ "evaluated_native_artifact_sha256": "d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731"
5797
  }
5798
  ],
5799
  "frontier_models": [
 
5805
  "reported_peer_observations": 65,
5806
  "unknown_size_observations_excluded": [],
5807
  "unknown_size_observation_count": 0,
5808
+ "highlight_gap_above_best_equal_or_smaller_peer_pp": 13.974058526666042,
5809
  "highlight_dominators": []
5810
  }
5811
  },
benchmarks/pareto-points.csv CHANGED
@@ -159,7 +159,7 @@ ArXivHierarchicalClusteringP2P,v_measure,DeepPavlov/rubert-base-cased,peer,1.28,
159
  ArXivHierarchicalClusteringP2P,v_measure,manu/sentence_croissant_alpha_v0.2,peer,1.28,59.5187,True,False,registry_reported,registry_reported:manu/sentence_croissant_alpha_v0.2,,
160
  ArXivHierarchicalClusteringP2P,v_measure,manu/sentence_croissant_alpha_v0.3,peer,1.28,55.098400000000005,True,False,registry_reported,registry_reported:manu/sentence_croissant_alpha_v0.3,,
161
  ArXivHierarchicalClusteringP2P,v_measure,manu/sentence_croissant_alpha_v0.4,peer,1.28,58.5928,True,False,registry_reported,registry_reported:manu/sentence_croissant_alpha_v0.4,,
162
- ArXivHierarchicalClusteringP2P,v_measure,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,62.00989328478093,True,False,exact_text_component_applicability,vela_release_evaluation:llm-semantic-router/Vela-1.0-Omni-Mini,self,1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3
163
  ArXivHierarchicalClusteringP2P,v_measure,NovaSearch/stella_en_1.5B_v5,peer,1.54,64.52339106857525,True,False,registry_reported,registry_reported:NovaSearch/stella_en_1.5B_v5,,
164
  ArXivHierarchicalClusteringP2P,v_measure,Alibaba-NLP/gte-Qwen2-1.5B-instruct,peer,1.543,64.7434,True,False,registry_reported,registry_reported:Alibaba-NLP/gte-Qwen2-1.5B-instruct,,
165
  ArXivHierarchicalClusteringP2P,v_measure,NovaSearch/jasper_en_vision_language_v1,peer,1.565,68.68769999999999,True,False,registry_reported,registry_reported:NovaSearch/jasper_en_vision_language_v1,,
@@ -262,7 +262,7 @@ NMSQAPairClassification,max_ap,facebook/mms-1b-l1107,peer,1.0,50.069399999999995
262
  NMSQAPairClassification,max_ap,facebook/wav2vec2-xls-r-1b,peer,1.0,49.3205,True,False,registry_reported,registry_reported:facebook/wav2vec2-xls-r-1b,,
263
  NMSQAPairClassification,max_ap,speechbrain/m-ctc-t-large,peer,1.059,58.9789,True,False,registry_reported,registry_reported:speechbrain/m-ctc-t-large,,
264
  NMSQAPairClassification,max_ap,LanguageBind/LanguageBind_Omni,peer,1.2,50.053000000000004,True,False,registry_reported,registry_reported:LanguageBind/LanguageBind_Omni,,
265
- NMSQAPairClassification,max_ap,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,88.8342844069343,True,False,exact_metadata_only_applicability,,self,1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3
266
  NMSQAPairClassification,max_ap,openai/whisper-large-v3,peer,1.55,48.4145,True,False,registry_reported,registry_reported:openai/whisper-large-v3,,
267
  NMSQAPairClassification,max_ap,jinaai/jina-embeddings-v5-omni-small,peer,1.626,93.38365214450435,True,False,registry_reported,registry_reported:jinaai/jina-embeddings-v5-omni-small,,
268
  NMSQAPairClassification,max_ap,encord-team/ebind-full,peer,1.79,46.0069,True,False,registry_reported,registry_reported:encord-team/ebind-full,,
@@ -330,7 +330,7 @@ SIBFLEURS,accuracy,facebook/mms-1b-l1107,peer,1.0,21.60156862745098,True,False,r
330
  SIBFLEURS,accuracy,facebook/wav2vec2-xls-r-1b,peer,1.0,12.637753921568628,True,False,registry_reported,registry_reported:facebook/wav2vec2-xls-r-1b,,
331
  SIBFLEURS,accuracy,speechbrain/m-ctc-t-large,peer,1.059,21.695727450980392,True,False,registry_reported,registry_reported:speechbrain/m-ctc-t-large,,
332
  SIBFLEURS,accuracy,LanguageBind/LanguageBind_Omni,peer,1.2,14.720610784313726,True,False,registry_reported,registry_reported:LanguageBind/LanguageBind_Omni,,
333
- SIBFLEURS,accuracy,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,39.34898860730063,True,True,exact_metadata_only_applicability,,self,1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3
334
  SIBFLEURS,accuracy,openai/whisper-large-v3,peer,1.55,22.948927450980392,True,False,registry_reported,registry_reported:openai/whisper-large-v3,,
335
  SIBFLEURS,accuracy,jinaai/jina-embeddings-v5-omni-small,peer,1.626,30.350692156862742,True,False,registry_reported,registry_reported:jinaai/jina-embeddings-v5-omni-small,,
336
  SIBFLEURS,accuracy,encord-team/ebind-full,peer,1.79,14.727586274509804,True,False,registry_reported,registry_reported:encord-team/ebind-full,,
@@ -400,7 +400,7 @@ VehicleSoundClustering,v_measure,facebook/mms-1b-l1107,peer,1.0,0.4373,True,Fals
400
  VehicleSoundClustering,v_measure,facebook/wav2vec2-xls-r-1b,peer,1.0,0.1275,True,False,registry_reported,registry_reported:facebook/wav2vec2-xls-r-1b,,
401
  VehicleSoundClustering,v_measure,speechbrain/m-ctc-t-large,peer,1.059,0.967,True,False,registry_reported,registry_reported:speechbrain/m-ctc-t-large,,
402
  VehicleSoundClustering,v_measure,LanguageBind/LanguageBind_Omni,peer,1.2,2.5643,True,False,registry_reported,registry_reported:LanguageBind/LanguageBind_Omni,,
403
- VehicleSoundClustering,v_measure,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,1.7611130064421179,True,False,exact_metadata_only_applicability,,self,1e4eb3cc6a7ab658a4c43baa8d5244a3724125afc2b6dc007737373714ccf8f3
404
  VehicleSoundClustering,v_measure,openai/whisper-large-v3,peer,1.55,1.3834000000000002,True,False,registry_reported,registry_reported:openai/whisper-large-v3,,
405
  VehicleSoundClustering,v_measure,jinaai/jina-embeddings-v5-omni-small,peer,1.626,4.8423,True,False,registry_reported,registry_reported:jinaai/jina-embeddings-v5-omni-small,,
406
  VehicleSoundClustering,v_measure,encord-team/ebind-full,peer,1.79,6.4883,True,False,registry_reported,registry_reported:encord-team/ebind-full,,
 
159
  ArXivHierarchicalClusteringP2P,v_measure,manu/sentence_croissant_alpha_v0.2,peer,1.28,59.5187,True,False,registry_reported,registry_reported:manu/sentence_croissant_alpha_v0.2,,
160
  ArXivHierarchicalClusteringP2P,v_measure,manu/sentence_croissant_alpha_v0.3,peer,1.28,55.098400000000005,True,False,registry_reported,registry_reported:manu/sentence_croissant_alpha_v0.3,,
161
  ArXivHierarchicalClusteringP2P,v_measure,manu/sentence_croissant_alpha_v0.4,peer,1.28,58.5928,True,False,registry_reported,registry_reported:manu/sentence_croissant_alpha_v0.4,,
162
+ ArXivHierarchicalClusteringP2P,v_measure,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,62.00989328478093,True,False,exact_text_component_applicability,vela_release_evaluation:llm-semantic-router/Vela-1.0-Omni-Mini,,d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731
163
  ArXivHierarchicalClusteringP2P,v_measure,NovaSearch/stella_en_1.5B_v5,peer,1.54,64.52339106857525,True,False,registry_reported,registry_reported:NovaSearch/stella_en_1.5B_v5,,
164
  ArXivHierarchicalClusteringP2P,v_measure,Alibaba-NLP/gte-Qwen2-1.5B-instruct,peer,1.543,64.7434,True,False,registry_reported,registry_reported:Alibaba-NLP/gte-Qwen2-1.5B-instruct,,
165
  ArXivHierarchicalClusteringP2P,v_measure,NovaSearch/jasper_en_vision_language_v1,peer,1.565,68.68769999999999,True,False,registry_reported,registry_reported:NovaSearch/jasper_en_vision_language_v1,,
 
262
  NMSQAPairClassification,max_ap,facebook/wav2vec2-xls-r-1b,peer,1.0,49.3205,True,False,registry_reported,registry_reported:facebook/wav2vec2-xls-r-1b,,
263
  NMSQAPairClassification,max_ap,speechbrain/m-ctc-t-large,peer,1.059,58.9789,True,False,registry_reported,registry_reported:speechbrain/m-ctc-t-large,,
264
  NMSQAPairClassification,max_ap,LanguageBind/LanguageBind_Omni,peer,1.2,50.053000000000004,True,False,registry_reported,registry_reported:LanguageBind/LanguageBind_Omni,,
265
+ NMSQAPairClassification,max_ap,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,88.19599834012242,True,False,measured_release_evaluation,,,d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731
266
  NMSQAPairClassification,max_ap,openai/whisper-large-v3,peer,1.55,48.4145,True,False,registry_reported,registry_reported:openai/whisper-large-v3,,
267
  NMSQAPairClassification,max_ap,jinaai/jina-embeddings-v5-omni-small,peer,1.626,93.38365214450435,True,False,registry_reported,registry_reported:jinaai/jina-embeddings-v5-omni-small,,
268
  NMSQAPairClassification,max_ap,encord-team/ebind-full,peer,1.79,46.0069,True,False,registry_reported,registry_reported:encord-team/ebind-full,,
 
330
  SIBFLEURS,accuracy,facebook/wav2vec2-xls-r-1b,peer,1.0,12.637753921568628,True,False,registry_reported,registry_reported:facebook/wav2vec2-xls-r-1b,,
331
  SIBFLEURS,accuracy,speechbrain/m-ctc-t-large,peer,1.059,21.695727450980392,True,False,registry_reported,registry_reported:speechbrain/m-ctc-t-large,,
332
  SIBFLEURS,accuracy,LanguageBind/LanguageBind_Omni,peer,1.2,14.720610784313726,True,False,registry_reported,registry_reported:LanguageBind/LanguageBind_Omni,,
333
+ SIBFLEURS,accuracy,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,39.06804619080834,True,True,measured_release_evaluation,,,d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731
334
  SIBFLEURS,accuracy,openai/whisper-large-v3,peer,1.55,22.948927450980392,True,False,registry_reported,registry_reported:openai/whisper-large-v3,,
335
  SIBFLEURS,accuracy,jinaai/jina-embeddings-v5-omni-small,peer,1.626,30.350692156862742,True,False,registry_reported,registry_reported:jinaai/jina-embeddings-v5-omni-small,,
336
  SIBFLEURS,accuracy,encord-team/ebind-full,peer,1.79,14.727586274509804,True,False,registry_reported,registry_reported:encord-team/ebind-full,,
 
400
  VehicleSoundClustering,v_measure,facebook/wav2vec2-xls-r-1b,peer,1.0,0.1275,True,False,registry_reported,registry_reported:facebook/wav2vec2-xls-r-1b,,
401
  VehicleSoundClustering,v_measure,speechbrain/m-ctc-t-large,peer,1.059,0.967,True,False,registry_reported,registry_reported:speechbrain/m-ctc-t-large,,
402
  VehicleSoundClustering,v_measure,LanguageBind/LanguageBind_Omni,peer,1.2,2.5643,True,False,registry_reported,registry_reported:LanguageBind/LanguageBind_Omni,,
403
+ VehicleSoundClustering,v_measure,llm-semantic-router/Vela-1.0-Omni-Mini,mini,1.361475288,1.7269120528614579,True,False,measured_release_evaluation,,,d3a742fbe0d833b0a72e5104e0381209b7d3da78f948d3439a5da7d986232731
404
  VehicleSoundClustering,v_measure,openai/whisper-large-v3,peer,1.55,1.3834000000000002,True,False,registry_reported,registry_reported:openai/whisper-large-v3,,
405
  VehicleSoundClustering,v_measure,jinaai/jina-embeddings-v5-omni-small,peer,1.626,4.8423,True,False,registry_reported,registry_reported:jinaai/jina-embeddings-v5-omni-small,,
406
  VehicleSoundClustering,v_measure,encord-team/ebind-full,peer,1.79,6.4883,True,False,registry_reported,registry_reported:encord-team/ebind-full,,