# Audio-to-text Retrieval on Clotho V2 (test) Source: [Audio-to-text Retrieval on Clotho V2 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-19T08:44:03.605Z Evaluation of Audio-to-Text Retrieval performance on the test split of the Clotho V2 dataset, typically measured using recall metrics (R@1, R@5, 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-to-text Retrieval | | Dataset (including any stated split) | Clotho V2 (test) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Recall@1](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [Recall@10](): Higher is better; unit: PERCENT. - [Average Recall](): Higher is better; unit: PERCENT. - [mAP@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | WavCaps | 18.78 | Not recorded | 692e72a5d6b0dd3342932398 | | CACARA\_WC/AC/C/f 0.2 | 17.26 | Not recorded | 692e72a5d6b0dd3342932398 | | LanguageBind | 16.11 | Not recorded | 692e72a5d6b0dd3342932398 | | MixProLAP | 15.6 | Not recorded | 6a34cd23206542251d7c5fdc | | CLAP (Microsoft) | 15.46 | Not recorded | 692e72a5d6b0dd3342932398 | | CACARA\_WC/AC/C/f 0.1 | 15.38 | Not recorded | 692e72a5d6b0dd3342932398 | | CLAP (LAION) | 14.64 | Not recorded | 692e72a5d6b0dd3342932398 | | CACARA\_AA/WC/AC/C | 14.42 | Not recorded | 692e72a5d6b0dd3342932398 | | CACARA\_WC/AC/C | 14.39 | Not recorded | 692e72a5d6b0dd3342932398 | | MixProLAP | 14.26 | Not recorded | 6a34cd23206542251d7c5fdc | | CLAP | 13.4 | Not recorded | 6a34cd23206542251d7c5fdc | | CACARA\_ASC/AA/WC/AC/C/f 0.2 | 13.21 | Not recorded | 692e72a5d6b0dd3342932398 | | CACARA\_ASC/AA/WC/AC/C/f 0.1 | 13.04 | Not recorded | 692e72a5d6b0dd3342932398 | | CLAP | 11.67 | Not recorded | 6a34cd23206542251d7c5fdc | | CACARA\_ASC/AA/WC/AC/C | 11.4 | Not recorded | 692e72a5d6b0dd3342932398 | | VAST | 11.02 | Not recorded | 692e72a5d6b0dd3342932398 | | ImageBind | 5.11 | Not recorded | 692e72a5d6b0dd3342932398 | ### WavCaps Recall@1: 18.78. Result ID: 6996d4975698665ec420ee83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"BM"}. This record does not assert independent reproduction. ### CACARA\_WC/AC/C/f 0.2 Recall@1: 17.26. Result ID: 6996d4975698665ec420ee8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"CACARA","f-value":0.2}. This record does not assert independent reproduction. ### LanguageBind Recall@1: 16.11. Result ID: 6996d4975698665ec420ee86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"MM"}. This record does not assert independent reproduction. ### MixProLAP Recall@1: 15.6. Result ID: 6a350146fbc373592c327990. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"ClothoV2"}. This record does not assert independent reproduction. ### CLAP (Microsoft) Recall@1: 15.46. Result ID: 6996d4975698665ec420ee81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"BM"}. This record does not assert independent reproduction. ### CACARA\_WC/AC/C/f 0.1 Recall@1: 15.38. Result ID: 6996d4975698665ec420ee89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"CACARA","f-value":0.1}. This record does not assert independent reproduction. ### CLAP (LAION) Recall@1: 14.64. Result ID: 6996d4975698665ec420ee82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"BM"}. This record does not assert independent reproduction. ### CACARA\_AA/WC/AC/C Recall@1: 14.42. Result ID: 6996d4975698665ec420ee87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"CACARA"}. This record does not assert independent reproduction. ### CACARA\_WC/AC/C Recall@1: 14.39. Result ID: 6996d4975698665ec420ee88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"CACARA"}. This record does not assert independent reproduction. ### MixProLAP Recall@1: 14.26. Result ID: 6a350146fbc373592c32798e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"AudioCaps"}. This record does not assert independent reproduction. ### CLAP Recall@1: 13.4. Result ID: 6a350146fbc373592c32798f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"ClothoV2"}. This record does not assert independent reproduction. ### CACARA\_ASC/AA/WC/AC/C/f 0.2 Recall@1: 13.21. Result ID: 6996d4975698665ec420ee8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"CACARA","f-value":0.2}. This record does not assert independent reproduction. ### CACARA\_ASC/AA/WC/AC/C/f 0.1 Recall@1: 13.04. Result ID: 6996d4975698665ec420ee8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"CACARA","f-value":0.1}. This record does not assert independent reproduction. ### CLAP Recall@1: 11.67. Result ID: 6a350146fbc373592c32798d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"AudioCaps"}. This record does not assert independent reproduction. ### CACARA\_ASC/AA/WC/AC/C Recall@1: 11.4. Result ID: 6996d4975698665ec420ee8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"CACARA"}. This record does not assert independent reproduction. ### VAST Recall@1: 11.02. Result ID: 6996d4975698665ec420ee85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"MM"}. This record does not assert independent reproduction. ### ImageBind Recall@1: 5.11. Result ID: 6996d4975698665ec420ee84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"MM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.