# Video Retrieval on LoVR

Source: [Video Retrieval on LoVR](<https://www.sota2.com/research/sota/video-retrieval-on-lovr>)

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

Data updated: 2026-02-26T06:06:22.642Z

Evaluation of Video Retrieval performance on the LoVR dataset, measured using text-to-clip and theme-to-clip metrics.

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 | Video Retrieval |
| Dataset (including any stated split) | LoVR |
| Metric | Text-to-Clip Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Text-to-Clip Score](<https://www.sota2.com/research/sota/video-retrieval-on-lovr.md?metric=Text-to-Clip%20Score>): Higher is better; unit: PERCENT.

- [Theme-to-Clip Score](<https://www.sota2.com/research/sota/video-retrieval-on-lovr.md?metric=Theme-to-Clip%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Text-to-Clip Score | Result date | Report paper |
| --- | --- | --- | --- |
| LamRA | 62.9 | Not recorded | 68fa7ba91e209131cea89bb0 |
| WAVE | 62.9 | Not recorded | 68fa7ba91e209131cea89bb0 |
| GME | 51.2 | Not recorded | 68fa7ba91e209131cea89bb0 |

### LamRA

Text-to-Clip Score: 62.9. Result ID: 699e444d5698665ec401f0fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba91e209131cea89bb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76081e209131cea6b06a.md>)

[Implementation](<https://code-kunkun.github.io/LamRA/>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### WAVE

Text-to-Clip Score: 62.9. Result ID: 699e444d5698665ec401f0fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba91e209131cea89bb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba91e209131cea89bb0.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### GME

Text-to-Clip Score: 51.2. Result ID: 699e444d5698665ec401f0fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba91e209131cea89bb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74c2c.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

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