# General Reasoning & Understanding on MMEval-Pro

Source: [General Reasoning & Understanding on MMEval-Pro](<https://www.sota2.com/research/sota/general-reasoning-and-understanding-on-mmeval-pro>)

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

Data updated: 2026-04-14T08:50:59.394Z

Evaluation of model performance on the MMEval-Pro dataset for the General Reasoning & Understanding task, measured by Accuracy.

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 | General Reasoning & Understanding |
| Dataset (including any stated split) | MMEval-Pro |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/general-reasoning-and-understanding-on-mmeval-pro.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| V-STAR | 73.6 | Not recorded | 69ddca347d0172140ec79b45 |
| VL-Rethinker | 73.2 | Not recorded | 69ddca347d0172140ec79b45 |
| VL-Cogito | 73 | Not recorded | 69ddca347d0172140ec79b45 |
| Vision-R1 | 72.2 | Not recorded | 69ddca347d0172140ec79b45 |
| ThinkLite-VL | 72 | Not recorded | 69ddca347d0172140ec79b45 |
| OpenVLThinker | 71.5 | Not recorded | 69ddca347d0172140ec79b45 |
| Qwen2.5VL | 70.6 | Not recorded | 69ddca347d0172140ec79b45 |
| R1-Onevision | 69.4 | Not recorded | 69ddca347d0172140ec79b45 |

### V-STAR

Accuracy: 73.6. Result ID: 69ddff8147f34ce924c580cc.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

Recorded evaluation configuration: {"Data Size":"40k"}. This record does not assert independent reproduction.

### VL-Rethinker

Accuracy: 73.2. Result ID: 69ddff8147f34ce924c580c8.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a8.md>)

Recorded evaluation configuration: {"Data Size":"39k"}. This record does not assert independent reproduction.

### VL-Cogito

Accuracy: 73. Result ID: 69ddff8147f34ce924c580c9.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a531e209131cea82780.md>)

Recorded evaluation configuration: {"Data Size":"80k"}. This record does not assert independent reproduction.

### Vision-R1

Accuracy: 72.2. Result ID: 69ddff8147f34ce924c580c7.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77591e209131cea72979.md>)

Recorded evaluation configuration: {"Data Size":"210k"}. This record does not assert independent reproduction.

### ThinkLite-VL

Accuracy: 72. Result ID: 69ddff8147f34ce924c580cb.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790c1e209131cea7bdde.md>)

Recorded evaluation configuration: {"Data Size":"11k"}. This record does not assert independent reproduction.

### OpenVLThinker

Accuracy: 71.5. Result ID: 69ddff8147f34ce924c580ca.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a251e209131cea814a7.md>)

Recorded evaluation configuration: {"Data Size":"59.2k"}. This record does not assert independent reproduction.

### Qwen2.5VL

Accuracy: 70.6. Result ID: 69ddff8147f34ce924c580c5.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R1-Onevision

Accuracy: 69.4. Result ID: 69ddff8147f34ce924c580c6.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77771e209131cea7357a.md>)

Recorded evaluation configuration: {"Data Size":"155k"}. This record does not assert independent reproduction.

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