# Cross-modal retrieval (Audio) on MOSEI

Source: [Cross-modal retrieval (Audio) on MOSEI](<https://www.sota2.com/research/sota/cross-modal-retrieval-audio-on-mosei>)

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

Data updated: 2026-02-26T05:59:33.260Z

Evaluation of Cross-modal Retrieval performance focusing on audio modalities using the MOSEI dataset, measured by R@1 and R@5.

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 | Cross-modal retrieval (Audio) |
| Dataset (including any stated split) | MOSEI |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/cross-modal-retrieval-audio-on-mosei.md?metric=R%401>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| COX | 34.6 | Not recorded | 69535c9a53fdd5c36173db85 |
| COX | 32.4 | Not recorded | 69535c9a53fdd5c36173db85 |
| COX | 23.1 | Not recorded | 69535c9a53fdd5c36173db85 |
| COX | 20.8 | Not recorded | 69535c9a53fdd5c36173db85 |

### COX

R@1: 34.6. Result ID: 6999344b5698665ec49d5ba3.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction.

### COX

R@1: 32.4. Result ID: 6999344b5698665ec49d5ba2.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

Recorded evaluation configuration: {"Setting":"Semi-Supervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction.

### COX

R@1: 23.1. Result ID: 6999344b5698665ec49d5ba5.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"LanguageBind"}. This record does not assert independent reproduction.

### COX

R@1: 20.8. Result ID: 6999344b5698665ec49d5ba4.

[Reporting paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c9a53fdd5c36173db85.md>)

Recorded evaluation configuration: {"Setting":"Unsupervised","IM Perceptor":"ImageBind"}. This record does not assert independent reproduction.

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