# Expert-level Understanding on MMVU MC

Source: [Expert-level Understanding on MMVU MC](<https://www.sota2.com/research/sota/expert-level-understanding-on-mmvu-mc>)

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

Data updated: 2026-03-20T08:25:58.510Z

Evaluation of model performance on the MMVU MC dataset focusing on expert-level understanding capabilities.

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 | Expert-level Understanding |
| Dataset (including any stated split) | MMVU MC |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/expert-level-understanding-on-mmvu-mc.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/expert-level-understanding-on-mmvu-mc.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4o | 75.4 | Not recorded | 69bcd45d0636e5bf4afc27b3 |
| Insight-V++ | 65 | Not recorded | 69bcd45d0636e5bf4afc27b3 |
| Insight-V | 63.9 | Not recorded | 69bcd45d0636e5bf4afc27b3 |
| Video-R1 | 63.8 | Not recorded | 69bcd45d0636e5bf4afc27b3 |
| Qwen2.5-VL | 60 | Not recorded | 69bcd45d0636e5bf4afc27b3 |
| LLaVA-OneVision | 49.2 | Not recorded | 69bcd45d0636e5bf4afc27b3 |
| LLaVA-Video | 48.8 | Not recorded | 69bcd45d0636e5bf4afc27b3 |

### GPT-4o

Accuracy: 75.4. Result ID: 69bd048947f34ce924a70407.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

Recorded evaluation configuration: {"Size":"-","Evaluation Frames":"64"}. This record does not assert independent reproduction.

### Insight-V++

Accuracy: 65. Result ID: 69bd048947f34ce924a7040d.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

Recorded evaluation configuration: {"Size":"7B","Evaluation Frames":"64"}. This record does not assert independent reproduction.

### Insight-V

Accuracy: 63.9. Result ID: 69bd048947f34ce924a7040c.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

Recorded evaluation configuration: {"Size":"7B","Evaluation Frames":"64"}. This record does not assert independent reproduction.

### Video-R1

Accuracy: 63.8. Result ID: 69bd048947f34ce924a7040a.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

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

Recorded evaluation configuration: {"Size":"7B","Evaluation Frames":"64"}. This record does not assert independent reproduction.

### Qwen2.5-VL

Accuracy: 60. Result ID: 69bd048947f34ce924a7040b.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

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

Recorded evaluation configuration: {"Size":"7B","Evaluation Frames":"64"}. This record does not assert independent reproduction.

### LLaVA-OneVision

Accuracy: 49.2. Result ID: 69bd048947f34ce924a70408.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

Recorded evaluation configuration: {"Size":"7B","Evaluation Frames":"64"}. This record does not assert independent reproduction.

### LLaVA-Video

Accuracy: 48.8. Result ID: 69bd048947f34ce924a70409.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd45d0636e5bf4afc27b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a561e209131cea82934.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-video>)

Recorded evaluation configuration: {"Size":"7B","Evaluation Frames":"64"}. This record does not assert independent reproduction.

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