# OCR-based Visual Question Answering on OCRBench 2024d

Source: [OCR-based Visual Question Answering on OCRBench 2024d](<https://www.sota2.com/research/sota/ocr-based-visual-question-answering-on-ocrbench-2024d>)

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

Data updated: 2026-02-26T06:03:48.729Z

Evaluation of model performance on the OCRBench 2024d dataset for OCR-based Visual Question Answering, reporting the 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 | OCR-based Visual Question Answering |
| Dataset (including any stated split) | OCRBench 2024d |
| Metric | Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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/ocr-based-visual-question-answering-on-ocrbench-2024d.md?metric=Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| InternVL2.5-MPO | 880 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2.5-MPO | 846 | Not recorded | 68fa793e1e209131cea7cd66 |
| SAIL-VL-8B | 835 | Not recorded | 68fa793e1e209131cea7cd66 |
| DeepSeekVL-2-Small | 834 | Not recorded | 68fa793e1e209131cea7cd66 |
| Qwen2-VL | 833 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2.5 | 819 | Not recorded | 68fa793e1e209131cea7cd66 |
| DeepSeekVL-2-Tiny | 808 | Not recorded | 68fa793e1e209131cea7cd66 |
| SAIL-VL | 806 | Not recorded | 68fa793e1e209131cea7cd66 |
| Qwen2-VL | 794 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2.5 | 789 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2 | 786 | Not recorded | 68fa793e1e209131cea7cd66 |
| Aquila | 772 | Not recorded | 68fa793e1e209131cea7cd66 |
| InternVL2 | 746 | Not recorded | 68fa793e1e209131cea7cd66 |

### InternVL2.5-MPO

Score: 880. Result ID: 6995d6823badfaffe6dc46af.

[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: 846. Result ID: 6995d6823badfaffe6dc4728.

[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.

### SAIL-VL-8B

Score: 835. Result ID: 6995d6823badfaffe6dc46ab.

[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.

### DeepSeekVL-2-Small

Score: 834. Result ID: 6995d6823badfaffe6dc46b0.

[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.

### Qwen2-VL

Score: 833. Result ID: 6995d6823badfaffe6dc46ac.

[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: 819. Result ID: 6995d6823badfaffe6dc46ae.

[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.

### DeepSeekVL-2-Tiny

Score: 808. Result ID: 6995d6823badfaffe6dc472a.

[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.

### SAIL-VL

Score: 806. Result ID: 6995d6823badfaffe6dc4724.

[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: 794. Result ID: 6995d6823badfaffe6dc4725.

[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: 789. Result ID: 6995d6823badfaffe6dc4727.

[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

Score: 786. Result ID: 6995d6823badfaffe6dc4726.

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

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

### Aquila

Score: 772. Result ID: 6995d6823badfaffe6dc4729.

[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.

### InternVL2

Score: 746. Result ID: 6995d6823badfaffe6dc46ad.

[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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