# Visual Question Answering on MMStar 2024b

Source: [Visual Question Answering on MMStar 2024b](<https://www.sota2.com/research/sota/visual-question-answering-on-mmstar-2024b>)

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

Data updated: 2026-02-26T06:03:48.776Z

Evaluation of model performance on the MMStar 2024b dataset for Visual Question Answering capabilities, 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 | Visual Question Answering |
| Dataset (including any stated split) | MMStar 2024b |
| Metric | Score |
| 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

- [Score](<https://www.sota2.com/research/sota/visual-question-answering-on-mmstar-2024b.md?metric=Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| SAIL-VL | 55.1 | Not recorded | 68fa793e1e209131cea7cd66 |
| Aquila | 54.7 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2.5-MPO | 54.3 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2.5 | 53.5 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2 | 50.5 | Not recorded | 68fa793e1e209131cea7cd66 |
| DeepSeekVL-2-Tiny | 49.9 | Not recorded | 68fa793e1e209131cea7cd66 |
| Qwen2-VL | 46.3 | Not recorded | 68fa793e1e209131cea7cd66 |

### SAIL-VL

Score: 55.1. Result ID: 6995d6823badfaffe6dc46c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

[Implementation](<https://huggingface.co/BytedanceDouyinContent/SAIL-VL-2B>)

Recorded evaluation configuration: {"Model Size":"2B"}. This record does not assert independent reproduction.

### Aquila

Score: 54.7. Result ID: 6995d6823badfaffe6dc46ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767c1e209131cea6d591.md>)

[Implementation](<https://github.com/LLaVA-VL/LLaVA-NeXT/tree/main/scripts/train>)

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

### InternVL2.5-MPO

Score: 54.3. Result ID: 6995d6823badfaffe6dc46cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Training Strategy":"MPO"}. This record does not assert independent reproduction.

### InternVL2.5

Score: 53.5. Result ID: 6995d6823badfaffe6dc46cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

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

### InternVL2

Score: 50.5. Result ID: 6995d6823badfaffe6dc46cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

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

### DeepSeekVL-2-Tiny

Score: 49.9. Result ID: 6995d6823badfaffe6dc46cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa763a1e209131cea6bfb0.md>)

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

### Qwen2-VL

Score: 46.3. Result ID: 6995d6823badfaffe6dc46ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793e1e209131cea7cd66.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

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

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