# Audio Retrieval on Clotho Source: [Audio Retrieval on Clotho]() Collection index: [llms.txt]() Data updated: 2026-05-19T12:49:44.705Z Evaluation of Audio Retrieval performance on the Clotho dataset, typically measured using metrics like R@1 and R@10. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Audio Retrieval | | Dataset (including any stated split) | Clotho | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [R@1](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | CLAP | 23.7 | Not recorded | 68fa700d1e209131cea48e29 | | MAViL | 23.3 | Not recorded | 68fa700d1e209131cea48e29 | | OmniBind | 23.3 | Not recorded | 6a0bef0bdbc836b87d82c9f0 | | MAViL | 17.2 | Not recorded | 68fa700d1e209131cea48e29 | | LanguageBind | 16.7 | Not recorded | 6a0bef0bdbc836b87d82c9f0 | | ML-ACT | 16.2 | Not recorded | 68fa700d1e209131cea48e29 | | CLAP | 15.6 | Not recorded | 68fa700d1e209131cea48e29 | | CyCLAPS | 14.93 | Not recorded | 68fa70e91e209131cea4def1 | | CyCLAP | 14.74 | Not recorded | 68fa70e91e209131cea4def1 | | ML-ACT | 14.4 | Not recorded | 68fa700d1e209131cea48e29 | | CLAP | 13.88 | Not recorded | 68fa70e91e209131cea4def1 | | FreeBind | 13.7 | Not recorded | 6a0bef0bdbc836b87d82c9f0 | | CLAPS | 13.49 | Not recorded | 68fa70e91e209131cea4def1 | | ARNLQ | 12.6 | Not recorded | 68fa6f971e209131cea467c4 | | LanguageBind | 12.1 | Not recorded | 69ddca687d0172140ec79e7d | | EmergentBridge | 11.7 | Not recorded | 69ddca687d0172140ec79e7d | | EmergentBridge | 10 | Not recorded | 69ddca687d0172140ec79e7d | | CodeBind-VL | 8.5 | Not recorded | 6a0bef0bdbc836b87d82c9f0 | | AVFIC finetuned | 8.4 | Not recorded | 68fa6f971e209131cea467c4 | | C-MCR | 8.37 | Not recorded | 69ddca687d0172140ec79e7d | | ViT-LENS\_L | 8.1 | Not recorded | 68fa72b21e209131cea57f66 | | MMT | 7 | Not recorded | 68fa700d1e209131cea48e29 | | CodeBind-IB | 6.9 | Not recorded | 6a0bef0bdbc836b87d82c9f0 | | ViT-LENS\_L | 6.8 | Not recorded | 68fa72b21e209131cea57f66 | | MMT | 6.7 | Not recorded | 68fa700d1e209131cea48e29 | | ImageBind-H | 6 | Not recorded | 68fa72b21e209131cea57f66 | | IMAGEBIND | 6 | Not recorded | 68fa6f971e209131cea467c4 | | ImageBind | 6 | Not recorded | 69ddca687d0172140ec79e7d | | AudioCLIP | 3.2 | Not recorded | 69ddca687d0172140ec79e7d | | AVFIC | 3 | Not recorded | 68fa72b21e209131cea57f66 | | AVFIC | 3 | Not recorded | 68fa6f971e209131cea467c4 | | AVFIC | 3 | Not recorded | 69ddca687d0172140ec79e7d | | WAV2CLIP | 0.78 | Not recorded | 69ddca687d0172140ec79e7d | ### CLAP R@1: 23.7. Result ID: 699118f63a6c31484905a9bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAViL R@1: 23.3. Result ID: 699118f63a6c31484905a9be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniBind R@1: 23.3. Result ID: 6a0c5c57fbc373592c03eeae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAViL R@1: 17.2. Result ID: 699118f63a6c31484905a9ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LanguageBind R@1: 16.7. Result ID: 6a0c5c57fbc373592c03eeaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ML-ACT R@1: 16.2. Result ID: 699118f63a6c31484905a9bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"trained without LAION-630K":true}. This record does not assert independent reproduction. ### CLAP R@1: 15.6. Result ID: 699118f63a6c31484905a9b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CyCLAPS R@1: 14.93. Result ID: 69917d843a6c314849087f47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sentence embedding training":"unsupervised (Ls)"}. This record does not assert independent reproduction. ### CyCLAP R@1: 14.74. Result ID: 69917d843a6c314849087f46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ML-ACT R@1: 14.4. Result ID: 699118f63a6c31484905a9b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"trained without LAION-630K":true}. This record does not assert independent reproduction. ### CLAP R@1: 13.88. Result ID: 69917d843a6c314849087f44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FreeBind R@1: 13.7. Result ID: 6a0c5c57fbc373592c03eead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLAPS R@1: 13.49. Result ID: 69917d843a6c314849087f45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sentence embedding training":"unsupervised (Ls)"}. This record does not assert independent reproduction. ### ARNLQ R@1: 12.6. Result ID: 69a1537535dfcabb00e648a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Emergent":"false","Supervision":"Supervised"}. This record does not assert independent reproduction. ### LanguageBind R@1: 12.1. Result ID: 69de213047f34ce924c684dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Anchor Modality":"Text"}. This record does not assert independent reproduction. ### EmergentBridge R@1: 11.7. Result ID: 69de213047f34ce924c684de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Anchor Modality":"Text"}. This record does not assert independent reproduction. ### EmergentBridge R@1: 10. Result ID: 69de213047f34ce924c684e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Anchor Modality":"Image","Evaluation Protocol":"emergent zero-shot"}. This record does not assert independent reproduction. ### CodeBind-VL R@1: 8.5. Result ID: 6a0c5c57fbc373592c03eeb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AVFIC finetuned R@1: 8.4. Result ID: 69a1537535dfcabb00e648a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Emergent":"false","Supervision":"Supervised"}. This record does not assert independent reproduction. ### C-MCR R@1: 8.37. Result ID: 69de213047f34ce924c684dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Anchor Modality":"–"}. This record does not assert independent reproduction. ### ViT-LENS\_L R@1: 8.1. Result ID: 69926e143a6c3148490ee617. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"anchor":"I+T"}. This record does not assert independent reproduction. ### MMT R@1: 7. Result ID: 699118f63a6c31484905a9bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"trained without LAION-630K":true}. This record does not assert independent reproduction. ### CodeBind-IB R@1: 6.9. Result ID: 6a0c5c57fbc373592c03eeb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViT-LENS\_L R@1: 6.8. Result ID: 69926e143a6c3148490ee616. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"anchor":"I"}. This record does not assert independent reproduction. ### MMT R@1: 6.7. Result ID: 699118f63a6c31484905a9b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"trained without LAION-630K":true}. This record does not assert independent reproduction. ### ImageBind-H R@1: 6. Result ID: 69926e143a6c3148490ee615. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"anchor":"I"}. This record does not assert independent reproduction. ### IMAGEBIND R@1: 6. Result ID: 69a1537535dfcabb00e648a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Emergent":"true","Supervision":"No audio and text supervision"}. This record does not assert independent reproduction. ### ImageBind R@1: 6. Result ID: 69de213047f34ce924c684df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Anchor Modality":"Image","Evaluation Protocol":"emergent zero-shot"}. This record does not assert independent reproduction. ### AudioCLIP R@1: 3.2. Result ID: 69de213047f34ce924c684da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Anchor Modality":"–"}. This record does not assert independent reproduction. ### AVFIC R@1: 3. Result ID: 69926e143a6c3148490ee614. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AVFIC R@1: 3. Result ID: 69a1537535dfcabb00e648a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Emergent":"false","Supervision":"Uses audio and text loss"}. This record does not assert independent reproduction. ### AVFIC R@1: 3. Result ID: 69de213047f34ce924c684d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Anchor Modality":"–"}. This record does not assert independent reproduction. ### WAV2CLIP R@1: 0.78. Result ID: 69de213047f34ce924c684db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Anchor Modality":"–"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.