# Video Understanding on MuirBench

Source: [Video Understanding on MuirBench](<https://www.sota2.com/research/sota/video-understanding-on-muirbench>)

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

Data updated: 2026-05-20T09:14:12.825Z

Evaluation of video understanding capabilities using the MuirBench dataset, measured by Score.

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 Understanding |
| Dataset (including any stated split) | MuirBench |
| Metric | Score |
| 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

- [Score](<https://www.sota2.com/research/sota/video-understanding-on-muirbench.md?metric=Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| LLaDA-V | 48.12 | Not recorded | 6a0d4054f984739ed6737b45 |
| LLaDA-V+Ours | 47.69 | Not recorded | 6a0d4054f984739ed6737b45 |
| LLaDA-V+XAtt | 46.54 | Not recorded | 6a0d4054f984739ed6737b45 |
| LLaDA-V+Flex | 34.35 | Not recorded | 6a0d4054f984739ed6737b45 |

### LLaDA-V

Score: 48.12. Result ID: 6a0d7a04fbc373592c05b871.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79101e209131cea7bebe.md>)

Recorded evaluation configuration: {"Attention":"Full-Attention"}. This record does not assert independent reproduction.

### LLaDA-V+Ours

Score: 47.69. Result ID: 6a0d7a04fbc373592c05b874.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b45.md>)

Recorded evaluation configuration: {"Attention":"Block Approximate Sparse Attention"}. This record does not assert independent reproduction.

### LLaDA-V+XAtt

Score: 46.54. Result ID: 6a0d7a04fbc373592c05b873.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77811e209131cea73a62.md>)

Recorded evaluation configuration: {"Attention":"XAtt"}. This record does not assert independent reproduction.

### LLaDA-V+Flex

Score: 34.35. Result ID: 6a0d7a04fbc373592c05b872.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4054f984739ed6737b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77281e209131cea7173b.md>)

Recorded evaluation configuration: {"Attention":"Flex"}. This record does not assert independent reproduction.

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