# Text-to-audio Retrieval on Clotho V2 (test)

Source: [Text-to-audio Retrieval on Clotho V2 (test)](<https://www.sota2.com/research/sota/text-to-audio-retrieval-on-clotho-v2-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-19T08:44:03.526Z

Evaluation of Text-to-audio Retrieval performance on the test split of the Clotho V2 dataset, typically measured using metrics like R@1, R@5, R@10, and R@Avg.

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 | Text-to-audio Retrieval |
| Dataset (including any stated split) | Clotho V2 (test) |
| Metric | R@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

- [R@1](<https://www.sota2.com/research/sota/text-to-audio-retrieval-on-clotho-v2-test.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/text-to-audio-retrieval-on-clotho-v2-test.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/text-to-audio-retrieval-on-clotho-v2-test.md?metric=R%4010>): Higher is better; unit: PERCENT.

- [R@Avg](<https://www.sota2.com/research/sota/text-to-audio-retrieval-on-clotho-v2-test.md?metric=R%40Avg>): Higher is better; unit: PERCENT.

- [mAP@10](<https://www.sota2.com/research/sota/text-to-audio-retrieval-on-clotho-v2-test.md?metric=mAP%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| CLAP | 16.56 | Not recorded | 6a34cd23206542251d7c5fdc |
| MixProLAP | 15.62 | Not recorded | 6a34cd23206542251d7c5fdc |
| CLAP | 14.56 | Not recorded | 6a34cd23206542251d7c5fdc |
| MixProLAP | 12.33 | Not recorded | 6a34cd23206542251d7c5fdc |
| CLAP (Microsoft) | 4.61 | Not recorded | 692e72a5d6b0dd3342932398 |
| WavCaps | 4.38 | Not recorded | 692e72a5d6b0dd3342932398 |
| CACARA\_WC/AC/C/f 0.2 | 4.03 | Not recorded | 692e72a5d6b0dd3342932398 |
| CACARA\_WC/AC/C/f 0.1 | 3.92 | Not recorded | 692e72a5d6b0dd3342932398 |
| CACARA\_WC/AC/C | 3.88 | Not recorded | 692e72a5d6b0dd3342932398 |
| CLAP (LAION) | 3.77 | Not recorded | 692e72a5d6b0dd3342932398 |
| LanguageBind | 3.75 | Not recorded | 692e72a5d6b0dd3342932398 |
| CACARA\_AA/WC/AC/C | 2.9 | Not recorded | 692e72a5d6b0dd3342932398 |
| CACARA\_ASC/AA/WC/AC/C/f 0.2 | 2.59 | Not recorded | 692e72a5d6b0dd3342932398 |
| CACARA\_ASC/AA/WC/AC/C/f 0.1 | 2.56 | Not recorded | 692e72a5d6b0dd3342932398 |
| VAST | 2.3 | Not recorded | 692e72a5d6b0dd3342932398 |
| CACARA\_ASC/AA/WC/AC/C | 2.22 | Not recorded | 692e72a5d6b0dd3342932398 |
| ImageBind | 1.51 | Not recorded | 692e72a5d6b0dd3342932398 |

### CLAP

R@1: 16.56. Result ID: 6a350146fbc373592c327993.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd23206542251d7c5fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea35874.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"ClothoV2"}. This record does not assert independent reproduction.

### MixProLAP

R@1: 15.62. Result ID: 6a350146fbc373592c327994.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd23206542251d7c5fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34cd23206542251d7c5fdc.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"ClothoV2"}. This record does not assert independent reproduction.

### CLAP

R@1: 14.56. Result ID: 6a350146fbc373592c327991.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd23206542251d7c5fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea35874.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"AudioCaps"}. This record does not assert independent reproduction.

### MixProLAP

R@1: 12.33. Result ID: 6a350146fbc373592c327992.

[Reporting paper](<https://www.sota2.com/research/paper/6a34cd23206542251d7c5fdc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a34cd23206542251d7c5fdc.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Training Dataset":"AudioCaps"}. This record does not assert independent reproduction.

### CLAP (Microsoft)

R@1: 4.61. Result ID: 6996d4975698665ec420ee8e.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72151e209131cea54638.md>)

Recorded evaluation configuration: {"Category":"BM"}. This record does not assert independent reproduction.

### WavCaps

R@1: 4.38. Result ID: 6996d4975698665ec420ee90.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055f.md>)

Recorded evaluation configuration: {"Category":"BM"}. This record does not assert independent reproduction.

### CACARA\_WC/AC/C/f 0.2

R@1: 4.03. Result ID: 6996d4975698665ec420ee97.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

Recorded evaluation configuration: {"Category":"CACARA","f-value":0.2}. This record does not assert independent reproduction.

### CACARA\_WC/AC/C/f 0.1

R@1: 3.92. Result ID: 6996d4975698665ec420ee96.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

Recorded evaluation configuration: {"Category":"CACARA","f-value":0.1}. This record does not assert independent reproduction.

### CACARA\_WC/AC/C

R@1: 3.88. Result ID: 6996d4975698665ec420ee95.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

Recorded evaluation configuration: {"Category":"CACARA"}. This record does not assert independent reproduction.

### CLAP (LAION)

R@1: 3.77. Result ID: 6996d4975698665ec420ee8f.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57959.md>)

Recorded evaluation configuration: {"Category":"BM"}. This record does not assert independent reproduction.

### LanguageBind

R@1: 3.75. Result ID: 6996d4975698665ec420ee93.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f31e209131cea53b97.md>)

[Implementation](<https://github.com/PKU-YuanGroup/LanguageBind>)

Recorded evaluation configuration: {"Category":"MM"}. This record does not assert independent reproduction.

### CACARA\_AA/WC/AC/C

R@1: 2.9. Result ID: 6996d4975698665ec420ee94.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

Recorded evaluation configuration: {"Category":"CACARA"}. This record does not assert independent reproduction.

### CACARA\_ASC/AA/WC/AC/C/f 0.2

R@1: 2.59. Result ID: 6996d4975698665ec420ee9a.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

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

R@1: 2.56. Result ID: 6996d4975698665ec420ee99.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

Recorded evaluation configuration: {"Category":"CACARA","f-value":0.1}. This record does not assert independent reproduction.

### VAST

R@1: 2.3. Result ID: 6996d4975698665ec420ee92.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d159.md>)

[Implementation](<https://github.com/TXH-mercury/VAST>)

Recorded evaluation configuration: {"Category":"MM"}. This record does not assert independent reproduction.

### CACARA\_ASC/AA/WC/AC/C

R@1: 2.22. Result ID: 6996d4975698665ec420ee98.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

Recorded evaluation configuration: {"Category":"CACARA"}. This record does not assert independent reproduction.

### ImageBind

R@1: 1.51. Result ID: 6996d4975698665ec420ee91.

[Reporting paper](<https://www.sota2.com/research/paper/692e72a5d6b0dd3342932398.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f971e209131cea467c4.md>)

[Implementation](<https://facebookresearch.github.io/ImageBind>)

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.
