# Video Question Answering on MMVU

Source: [Video Question Answering on MMVU](<https://www.sota2.com/research/sota/video-question-answering-on-mmvu>)

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

Data updated: 2026-02-26T05:48:49.247Z

Evaluation of Video Question Answering performance on the MMVU dataset, reporting the M-Avg metric.

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 Question Answering |
| Dataset (including any stated split) | MMVU |
| Metric | M-Avg |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [M-Avg](<https://www.sota2.com/research/sota/video-question-answering-on-mmvu.md?metric=M-Avg>): Higher is better; unit: PERCENT.

## Recorded results

| Method | M-Avg | Result date | Report paper |
| --- | --- | --- | --- |
| Video-o3 (SFT+RL) | 67.2 | Not recorded | 69802fdda8b01e76cc8e185e |
| Video-o3 (RL) | 66.9 | Not recorded | 69802fdda8b01e76cc8e185e |
| Video-RTS | 66.4 | Not recorded | 69802fdda8b01e76cc8e185e |
| Video-R1 | 63.8 | Not recorded | 69802fdda8b01e76cc8e185e |
| Qwen2.5-VL | 61.3 | Not recorded | 69802fdda8b01e76cc8e185e |

### Video-o3 (SFT+RL)

M-Avg: 67.2. Result ID: 69976e975698665ec4c26dc0.

[Reporting paper](<https://www.sota2.com/research/paper/69802fdda8b01e76cc8e185e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802fdda8b01e76cc8e185e.md>)

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

### Video-o3 (RL)

M-Avg: 66.9. Result ID: 69976e975698665ec4c26dbf.

[Reporting paper](<https://www.sota2.com/research/paper/69802fdda8b01e76cc8e185e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802fdda8b01e76cc8e185e.md>)

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

### Video-RTS

M-Avg: 66.4. Result ID: 69976e975698665ec4c26dbe.

[Reporting paper](<https://www.sota2.com/research/paper/69802fdda8b01e76cc8e185e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79e81e209131cea7fe7d.md>)

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

### Video-R1

M-Avg: 63.8. Result ID: 69976e975698665ec4c26dbd.

[Reporting paper](<https://www.sota2.com/research/paper/69802fdda8b01e76cc8e185e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c6f1e209131cea8e0ec.md>)

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

### Qwen2.5-VL

M-Avg: 61.3. Result ID: 69976e975698665ec4c26dbc.

[Reporting paper](<https://www.sota2.com/research/paper/69802fdda8b01e76cc8e185e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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

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