Text-to-Audio Retrieval on Clotho (test)
28.3R@1AuroLA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AuroLAPre-training (PT)=true, Re-ranking=true2026.02 | 28.3 | 54.2 | 66 | — | — | — | — | |
| AuroLAPre-training (PT)=true, Re-ranking=true2026.02 | 28.3 | — | — | — | — | — | — | |
| AuroLARe-ranking=true2026.02 | 28.2 | 55.7 | 67.4 | — | — | — | — | |
| AuroLARe-ranking=true2026.02 | 28.2 | — | — | — | — | — | — | |
| SLAPEvaluation Protocol=Supervised2026.01 | 27.2 | 55.9 | 68.3 | — | — | — | — | |
| AuroLA2026.02 | 26.7 | 53.3 | 64.7 | — | — | — | — | |
| AuroLA2026.02 | 26.7 | — | — | — | — | — | — | |
| AuroLAPre-training (PT)=true2026.02 | 26.5 | 52.4 | 64.6 | — | — | — | — | |
| AuroLAPre-training (PT)=true2026.02 | 26.5 | — | — | — | — | — | — | |
| CED-LEEvaluation Protocol=Supervised2026.01 | 25 | 53.7 | 66.6 | — | — | — | — | |
| ALM2VecStage=FT2026.06 | 24.8 | 52.9 | 65.8 | — | — | — | — | |
| ML-CLAP2026.02 | 23.6 | 50.9 | 64.9 | — | — | — | — | |
| ML-CLAP2026.02 | 23.6 | — | — | — | — | — | — | |
| PE-AV2026.02 | 23 | — | — | — | — | — | — | |
| PE-AV2026.02 | 23 | — | — | — | — | — | — | |
| OnePeace2026.02 | 22.4 | 49 | 62.7 | — | — | — | — | |
| OnePeace2026.02 | 22.4 | — | — | — | — | — | — | |
| WCCNN14 PLSHeadBase Model=CNN14-BERT-PT, Projection=PLSHead, Top Projections=1002026.05 | 21.72 | 46.32 | 59.46 | 86.85 | 27.27 | 7 | 32.25 | |
| WCCNN14 PLSHeadWBase Model=CNN14-BERT-PT, Projection=PLSHeadW, Top Projections=1002026.05 | 21.49 | 46.58 | 59.5 | 86.83 | 27.31 | 7 | 32.23 | |
| WCCNN14 RawBase Model=CNN14-BERT-PT, Projection=Raw2026.05 | 21.11 | 46.22 | 59.46 | 85.68 | 29.69 | 7 | 31.94 | |
| MGA-CLAP2026.04 | 20.8 | 45 | — | — | — | — | — | |
| FLAPmode=fusion2026.02 | 20.3 | 46.5 | 58.8 | — | — | — | — | |
| FLAPFusion=true2026.02 | 20.3 | — | — | — | — | — | — | |
| CacophonyEvaluation Protocol=Supervised2026.01 | 20.2 | 45.9 | 58.8 | — | — | — | — | |
| Cacophony2026.02 | 20.2 | 45.9 | 58.8 | — | — | — | — | |
| Cacophony2026.02 | 20.2 | — | — | — | — | — | — | |
| Cacophony2026.04 | 20.2 | 45.9 | 58.8 | — | — | — | — | |
| M2D-CLAP2026.04 | 20.1 | 45.9 | 59.4 | — | — | — | — | |
| M2D2Evaluation Protocol=Supervised2026.01 | 20 | 45.9 | 59.4 | — | — | — | — | |
| WavCapsEvaluation Protocol=Supervised2026.01 | 19.7 | 45.7 | 59.4 | — | — | — | — | |
| WavCaps-CLAPStage=FT2026.06 | 19.7 | 45.7 | 59.4 | — | — | — | — | |
| WavCaps2026.02 | 19.5 | 45.2 | 58.2 | — | — | — | — | |
| WavCaps2026.02 | 19.5 | — | — | — | — | — | — | |
| HTSAT-BERT2026.04 | 19.5 | 45.2 | 58.2 | — | — | — | — | |
| WavCaps-CLAPStage=PT2026.06 | 19.5 | 45.2 | 58.2 | — | — | — | — | |
| ALM2VecStage=PT2026.06 | 19.2 | 43.4 | 55.7 | — | — | — | — | |
| SLAPEvaluation Protocol=Zero-Shot2026.01 | 18.9 | 41.7 | 54.3 | — | — | — | — | |
| ReCLAP2026.02 | 18.9 | 44.7 | 59 | — | — | — | — | |
| ReCLAP2026.02 | 18.9 | — | — | — | — | — | — | |
| FineLAP2026.04 | 18.9 | 43.5 | 56.8 | — | — | — | — | |
| DRCap PLSHeadBase Model=DRCap, Projection=PLSHead, Top Projections=1002026.05 | 18.33 | 42.37 | 55.87 | 84.63 | 33.69 | 8 | 28.56 | |
| DRCap PLSHeadWBase Model=DRCap, Projection=PLSHeadW, Top Projections=1002026.05 | 18.18 | 42.3 | 55.52 | 84.59 | 33.79 | 8 | 28.41 | |
| DRCap RawBase Model=DRCap, Projection=Raw2026.05 | 17.88 | 41.7 | 55.04 | 82.72 | 37.78 | 8 | 28.17 | |
| PE-AVPre-training (PT)=true, Reproduced=true2026.02 | 17.5 | 46.2 | 58.8 | — | — | — | — | |
| PE-AVPre-training (PT)=true2026.02 | 17.5 | — | — | — | — | — | — | |
| LAION-CLAPEvaluation Protocol=Supervised2026.01 | 17.2 | 42.9 | 55.4 | — | — | — | — | |
| CLAPmode=fusion2026.02 | 17.2 | 42.9 | 55.4 | — | — | — | — | |
| CLAPFusion=true2026.02 | 17.2 | — | — | — | — | — | — | |
| LAION-CLAP2026.04 | 16.9 | 41.6 | 54.4 | — | — | — | — | |
| CompA-CLAP2026.02 | 16.8 | 43.5 | 56.1 | — | — | — | — | |
| CompA-CLAP2026.02 | 16.8 | — | — | — | — | — | — | |
| LanguageBindEvaluation Protocol=Full tuning2023.10 | 16.7 | — | 52 | — | — | — | — | |
| DiffATR2026.02 | 16.7 | 38.2 | 51.9 | — | — | — | — | |
| DiffATR2026.02 | 16.7 | — | — | — | — | — | — | |
| M-LTM2026.02 | 16.6 | 39.8 | 52.8 | — | — | — | — | |
| M-LTM2026.02 | 16.6 | — | — | — | — | — | — | |
| WavCapsEvaluation Protocol=Zero-Shot2026.01 | 16.5 | 38.8 | 50.9 | — | — | — | — | |
| VASTPre-training (PT)=true, Reproduced=true2026.02 | 16.1 | 37.8 | 47.8 | — | — | — | — | |
| VASTPre-training (PT)=true, Reproduced=true2026.02 | 16.1 | — | — | — | — | — | — | |
| LAION-CLAP2026.06 | 16.1 | 38.3 | 51.1 | — | — | — | — | |
| M2D2Evaluation Protocol=Zero-Shot2026.01 | 15.9 | 37.8 | 49.2 | — | — | — | — | |
| CLAP2026.02 | 15.6 | 38.6 | 52.3 | — | — | — | — | |
| CLAP2026.02 | 15.6 | — | — | — | — | — | — | |
| MS-CLAP2026.06 | 15.6 | 38.9 | 51.4 | — | — | — | — | |
| FLAM2026.04 | 13.8 | 33.2 | — | — | — | — | — | |
| ASC PLSHeadBase Model=ASC-HTSAT-RoBERTa, Projection=PLSHead, Top Projections=1002026.05 | 13.11 | 33.32 | 46.43 | 77.53 | 43.53 | 13 | 22.05 | |
| ASC PLSHeadWBase Model=ASC-HTSAT-RoBERTa, Projection=PLSHeadW, Top Projections=1002026.05 | 13.03 | 33.34 | 46.39 | 77.49 | 43.58 | 13 | 22.02 | |
| LanguageBindEvaluation Protocol=Zero-shot2023.10 | 12.1 | — | 44 | — | — | — | — | |
| ASK†Protocol=Zero-shot cross-dataset, Training dataset=AudioCaps, Backbone=Global ResNet-BERT, Knowledge source=WavCaps2025.12 | 11.9 | 31.2 | 42.8 | — | — | — | — | |
| ASK∗Protocol=Zero-shot cross-dataset, Training dataset=AudioCaps, Backbone=Global ResNet-BERT, Knowledge source=∗2025.12 | 11.9 | 30.5 | 40.3 | — | — | — | — | |
| ASK+Protocol=Zero-shot cross-dataset, Training dataset=AudioCaps, Backbone=Global ResNet-BERT, Knowledge source=+2025.12 | 11.5 | 30.8 | 42.6 | — | — | — | — | |
| OnePeacePre-training (PT)=true, Reproduced=true2026.02 | 11.1 | 28 | 38.3 | — | — | — | — | |
| OnePeacePre-training (PT)=true, Reproduced=true2026.02 | 11.1 | — | — | — | — | — | — | |
| ASC RawBase Model=ASC-HTSAT-RoBERTa, Projection=Raw2026.05 | 10.89 | 29.51 | 40.82 | 73.09 | 50.02 | 17 | 18.9 | |
| Mei et al., 2022Protocol=Zero-shot cross-dataset, Training dataset=AudioCaps, Backbone=Global ResNet-BERT2025.12 | 10.1 | 27.6 | 38.3 | — | — | — | — | |
| JINA-Embed.-v52026.06 | 9.2 | 23.9 | 35 | — | — | — | — | |
| VALOREvaluation Protocol=Zero-shot2023.10 | 8.4 | — | — | — | — | — | — | |
| ImageBindEvaluation Protocol=Zero-shot2023.10 | 6 | — | 28.4 | — | — | — | — | |
| AVFICEvaluation Protocol=Zero-shot2023.10 | 3 | — | 17.5 | — | — | — | — | |
| Soham et al.2023.05 | 0.167 | 0.41 | 0.541 | — | — | — | — | |
| Pengi2023.05 | 0.094 | 0.261 | 0.367 | — | — | — | — | |
| Kim et al.2023.05 | 0.076 | 0.196 | 0.288 | — | — | — | — | |
| Mei et al.2023.05 | 0.04 | 0.141 | 0.216 | — | — | — | — | |
| Gont. et al.2023.05 | 0.021 | 0.07 | 0.12 | — | — | — | — | |
| Chen et al.2023.05 | 0.015 | 0.044 | 0.075 | — | — | — | — |