BEST-RQ-2.2-base-2M / evaluation_results.json
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{
"model": "ltuncay/BEST-RQ-2.2-base-2M",
"training_run": "https://wandb.ai/tuncay-ludovic/audio%20embeddings/runs/sq96rg53",
"training_steps": 2000000,
"checkpoint_sha256": "a0dbb85c931c5576445aec6c4f8afe4a02f071b21237a1440372398c7ffcb51d",
"xares": [
{
"run_id": "cw0rrt7o",
"url": "https://wandb.ai/tuncay-ludovic/X-ARES/runs/cw0rrt7o",
"extraction": "original evaluation",
"score_definition": "Combined: equal-weight average of LinearProbing and kNN aggregates; missing tasks excluded separately per method.",
"scores": {
"speech": 0.5862191134171868,
"music": 0.6573524663823312,
"environment": 0.6179871805579857,
"global": 0.587723631056599,
"mean_of_means": 0.6205195867858346
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"summary": {
"Speech": {
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"kNN": 0.4088212212555204,
"Combined": 0.5862191134171868
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"Environment": {
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"Music": {
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"Global (task mean)": {
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"kNN": 0.48351738044090453,
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"Mean of means": {
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"kNN": 0.5703542321015468,
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}
}
},
{
"run_id": "a7a3fy9z",
"url": "https://wandb.ai/tuncay-ludovic/X-ARES/runs/a7a3fy9z",
"extraction": "overlap50",
"score_definition": "Combined: equal-weight average of LinearProbing and kNN aggregates; missing tasks excluded separately per method.",
"scores": {
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"music": 0.6578351827475715,
"environment": 0.6590215908535326,
"global": 0.6112992962777977,
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"summary": {
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"Global (task mean)": {
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"Mean of means": {
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],
"hear": {
"url": "https://wandb.ai/tuncay-ludovic/HEAR/runs/hear-v2-aa56c55deb6099f6",
"extraction_preset": "overlap50_two_phase",
"scores": {
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"completed_tasks": 19,
"total_tasks": 19,
"probe": {
"batch_size": 1024,
"max_epochs": 500,
"grid_points": 8,
"protocol_commit": "855964977238e89dfc76394aa11c37010edb6f20"
},
"task_scores": {
"task/beehive_states/normalized/aucroc": 0.798388069058642,
"task/beehive_states/raw/aucroc": 0.798388069058642,
"task/beijing_opera/normalized/top1_acc": 0.961790780141844,
"task/beijing_opera/raw/top1_acc": 0.961790780141844,
"task/crema_d/normalized/top1_acc": 0.7873092789841711,
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"task/dcase2016_task2/normalized/event_onset_200ms_fms": 0.9637526652452026,
"task/dcase2016_task2/raw/event_onset_200ms_fms": 0.9637526652452026,
"task/esc50/normalized/top1_acc": 0.8695,
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"task/fsd50k/normalized/mAP": 0.5518246240865085,
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"task/gtzan_genre/normalized/top1_acc": 0.806,
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"task/gtzan_music_speech/normalized/top1_acc": 0.9685897435897436,
"task/gtzan_music_speech/raw/top1_acc": 0.9685897435897436,
"task/gunshot_triangulation/normalized/top1_acc": 0.9077380952380952,
"task/gunshot_triangulation/raw/top1_acc": 0.9077380952380952,
"task/libricount/normalized/top1_acc": 0.7618881118881119,
"task/libricount/raw/top1_acc": 0.7618881118881119,
"task/maestro_5h/normalized/event_onset_50ms_fms": 0.4899327848021202,
"task/maestro_5h/raw/event_onset_50ms_fms": 0.4899327848021202,
"task/mridangam_stroke/normalized/top1_acc": 0.9764953630957884,
"task/mridangam_stroke/raw/top1_acc": 0.9764953630957884,
"task/mridangam_tonic/normalized/top1_acc": 0.97792741165234,
"task/mridangam_tonic/raw/top1_acc": 0.97792741165234,
"task/nsynth_pitch_50h/normalized/pitch_acc": 0.875615763546798,
"task/nsynth_pitch_50h/raw/pitch_acc": 0.875615763546798,
"task/nsynth_pitch_5h/normalized/pitch_acc": 0.774,
"task/nsynth_pitch_5h/raw/pitch_acc": 0.774,
"task/speech_commands_5h/normalized/top1_acc": 0.938036809815951,
"task/speech_commands_5h/raw/top1_acc": 0.938036809815951,
"task/speech_commands_full/normalized/top1_acc": 0.9541922290388548,
"task/speech_commands_full/raw/top1_acc": 0.9541922290388548,
"task/vocal_imitation/normalized/mAP": 0.17866453091010995,
"task/vocal_imitation/raw/mAP": 0.17866453091010995,
"task/vox_lingua_top10/normalized/top1_acc": 0.5905736188210414,
"task/vox_lingua_top10/raw/top1_acc": 0.5905736188210414
},
"historical_comparison_source": "W&B evaluation screenshot, 2026-09-19. All four runs cover all 19 tasks. Full run IDs are not visible.",
"historical_comparison": [
{
"model": "Audio-JEPA",
"speech": 0.36527,
"music": 0.74195,
"environment": 0.51852,
"global": 0.5642,
"mean_of_means": 0.54191,
"recipe": "audio_jepa/audioset/default.yaml",
"completed_tasks": 19,
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},
{
"model": "BEST-RQ-2",
"speech": 0.50737,
"music": 0.79461,
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"global": 0.67693,
"mean_of_means": 0.6647,
"recipe": "best_rq_2/default.yaml",
"completed_tasks": 19,
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},
{
"model": "BEST-RQ-2.1",
"speech": 0.64741,
"music": 0.86473,
"environment": 0.70832,
"global": 0.75495,
"mean_of_means": 0.74016,
"recipe": "best_rq_2_1/masking/80.yaml",
"completed_tasks": 19,
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},
{
"model": "BEST-RQ-2.2",
"speech": 0.65756,
"music": 0.85127,
"environment": 0.76186,
"global": 0.76657,
"mean_of_means": 0.7569,
"recipe": "best_rq_2_2/masking/80.yaml",
"completed_tasks": 19,
"total_tasks": 19
}
]
}
}