# Video Question Answering on Video-Holmes

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

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

Data updated: 2026-03-17T10:03:08.489Z

Evaluation of model performance on the Video-Holmes dataset for Video Question Answering tasks, reporting the Average 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 Question Answering |
| Dataset (including any stated split) | Video-Holmes |
| Metric | Average Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Average Score](<https://www.sota2.com/research/sota/video-question-answering-on-video-holmes.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3-VL8B + OutRo | 46.76 | Not recorded | 69b8e0140636e5bf4afbea8e |
| Qwen3-VL8B | 46.65 | Not recorded | 69b8e0140636e5bf4afbea8e |
| Video-o3 (SFT+RL) | 46.5 | Not recorded | 69802fdda8b01e76cc8e185e |
| Video-o3 (RL) | 46.1 | Not recorded | 69802fdda8b01e76cc8e185e |
| Conan | 44.6 | Not recorded | 69802fdda8b01e76cc8e185e |
| Rewatch-R1 | 44.3 | Not recorded | 69802fdda8b01e76cc8e185e |
| Video-Thinker | 43.2 | Not recorded | 69802fdda8b01e76cc8e185e |
| VideoLLaMA37B + OutRo | 42.62 | Not recorded | 69b8e0140636e5bf4afbea8e |
| Qwen2.5-VL3B + OutRo | 42.41 | Not recorded | 69b8e0140636e5bf4afbea8e |
| Qwen2.5-VL3B | 41.26 | Not recorded | 69b8e0140636e5bf4afbea8e |
| VideoLLaMA37B | 41.15 | Not recorded | 69b8e0140636e5bf4afbea8e |
| Qwen2.5-VL | 34.7 | Not recorded | 69802fdda8b01e76cc8e185e |

### Qwen3-VL8B + OutRo

Average Score: 46.76. Result ID: 69b926cc47f34ce924a25670.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL8B","Decoding":"OutRo"}. This record does not assert independent reproduction.

### Qwen3-VL8B

Average Score: 46.65. Result ID: 69b926cc47f34ce924a2566f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model":"Qwen3-VL8B"}. This record does not assert independent reproduction.

### Video-o3 (SFT+RL)

Average Score: 46.5. Result ID: 69976e975698665ec4c26dc6.

[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)

Average Score: 46.1. Result ID: 69976e975698665ec4c26dc5.

[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.

### Conan

Average Score: 44.6. Result ID: 69976e975698665ec4c26dc4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e45262b.md>)

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

### Rewatch-R1

Average Score: 44.3. Result ID: 69976e975698665ec4c26dc2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc11e209131cea8a357.md>)

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

### Video-Thinker

Average Score: 43.2. Result ID: 69976e975698665ec4c26dc3.

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

[Method origin paper](<https://www.sota2.com/research/paper/69004e133ef7ccd74e5e2e5d.md>)

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

### VideoLLaMA37B + OutRo

Average Score: 42.62. Result ID: 69b926cc47f34ce924a25672.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

Recorded evaluation configuration: {"Model":"VideoLLaMA37B","Decoding":"OutRo"}. This record does not assert independent reproduction.

### Qwen2.5-VL3B + OutRo

Average Score: 42.41. Result ID: 69b926cc47f34ce924a2566e.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

Recorded evaluation configuration: {"Model":"Qwen2.5-VL3B","Decoding":"OutRo"}. This record does not assert independent reproduction.

### Qwen2.5-VL3B

Average Score: 41.26. Result ID: 69b926cc47f34ce924a2566d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

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

Recorded evaluation configuration: {"Model":"Qwen2.5-VL3B"}. This record does not assert independent reproduction.

### VideoLLaMA37B

Average Score: 41.15. Result ID: 69b926cc47f34ce924a25671.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0140636e5bf4afbea8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79111e209131cea7bf26.md>)

Recorded evaluation configuration: {"Model":"VideoLLaMA37B"}. This record does not assert independent reproduction.

### Qwen2.5-VL

Average Score: 34.7. Result ID: 69976e975698665ec4c26dc1.

[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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