# Visual Question Answering on RealWorldQA 2024

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

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

Data updated: 2026-02-26T06:03:48.949Z

Evaluation of model performance on the RealWorldQA 2024 dataset for Visual Question Answering, measured by the reported Score 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 | Visual Question Answering |
| Dataset (including any stated split) | RealWorldQA 2024 |
| 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-realworldqa-2024.md?metric=Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| DeepSeekVL-2-Tiny | 64.8 | Not recorded | 68fa793e1e209131cea7cd66 |
| Aquila | 64.1 | Not recorded | 68fa793e1e209131cea7cd66 |
| SAIL-VL | 63.8 | Not recorded | 68fa793e1e209131cea7cd66 |
| Qwen2-VL | 60.9 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2.5 | 60.9 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2.5-MPO | 60.7 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2 | 56.7 | Not recorded | 68fa793e1e209131cea7cd66 |

### DeepSeekVL-2-Tiny

Score: 64.8. Result ID: 6995d6823badfaffe6dc46f2.

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

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

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

### Aquila

Score: 64.1. Result ID: 6995d6823badfaffe6dc46f1.

[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: Not recorded. This record does not assert independent reproduction.

### SAIL-VL

Score: 63.8. Result ID: 6995d6823badfaffe6dc46ec.

[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: Not recorded. This record does not assert independent reproduction.

### Qwen2-VL

Score: 60.9. Result ID: 6995d6823badfaffe6dc46ed.

[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: Not recorded. This record does not assert independent reproduction.

### InternVL2.5

Score: 60.9. Result ID: 6995d6823badfaffe6dc46ef.

[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: Not recorded. This record does not assert independent reproduction.

### InternVL2.5-MPO

Score: 60.7. Result ID: 6995d6823badfaffe6dc46f0.

[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

Score: 56.7. Result ID: 6995d6823badfaffe6dc46ee.

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

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

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