# Infographic Question Answering on InfographicVQA

Source: [Infographic Question Answering on InfographicVQA](<https://www.sota2.com/research/sota/infographic-question-answering-on-infographicvqa>)

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

Data updated: 2026-05-04T08:00:07.607Z

Evaluation of model performance on the InfographicVQA dataset for Infographic Question Answering.

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 | Infographic Question Answering |
| Dataset (including any stated split) | InfographicVQA |
| Metric | Overall Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Overall Score](<https://www.sota2.com/research/sota/infographic-question-answering-on-infographicvqa.md?metric=Overall%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Score | Result date | Report paper |
| --- | --- | --- | --- |
| OptMerge | 56.84 | Not recorded | 68fa7b8b1e209131cea89060 |
| VGR-7B | 42.9 | Not recorded | 68fa79731e209131cea7db3d |
| Individual OCR | 41.97 | Not recorded | 68fa7b8b1e209131cea89060 |
| VGR-7B | 39.8 | Not recorded | 68fa79731e209131cea7db3d |
| Individual VQA | 39.07 | Not recorded | 68fa7b8b1e209131cea89060 |
| LLaVA-NeXT-7B | 37.1 | Not recorded | 68fa79731e209131cea7db3d |
| LLaVA-NeXT-7B† | 34.7 | Not recorded | 68fa79731e209131cea7db3d |
| Individual Grounding | 33.82 | Not recorded | 68fa7b8b1e209131cea89060 |
| Individual Geometry | 29.79 | Not recorded | 68fa7b8b1e209131cea89060 |
| Individual Chart | 26.02 | Not recorded | 68fa7b8b1e209131cea89060 |
| LLaVA-v1.5-7B | 25.8 | Not recorded | 68fa79731e209131cea7db3d |

### OptMerge

Overall Score: 56.84. Result ID: 69a871666dbb7075b95067ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8b1e209131cea89060.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b8b1e209131cea89060.md>)

Recorded evaluation configuration: {"Backbone":"InternVL2.5-VL-1B"}. This record does not assert independent reproduction.

### VGR-7B

Overall Score: 42.9. Result ID: 69f851f347f34ce924dbd395.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79731e209131cea7db3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79731e209131cea7db3d.md>)

Recorded evaluation configuration: {"DownSample":"2×2 \| 2×2","#Vtoken":"3024","LLM":"Vicuna-7B"}. This record does not assert independent reproduction.

### Individual OCR

Overall Score: 41.97. Result ID: 69a871666dbb7075b95067aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8b1e209131cea89060.md>)

Recorded evaluation configuration: {"Backbone":"InternVL2.5-VL-1B"}. This record does not assert independent reproduction.

### VGR-7B

Overall Score: 39.8. Result ID: 69f851f347f34ce924dbd394.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79731e209131cea7db3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79731e209131cea7db3d.md>)

Recorded evaluation configuration: {"DownSample":"2×2 \| 4×4","#Vtoken":"864","LLM":"Vicuna-7B"}. This record does not assert independent reproduction.

### Individual VQA

Overall Score: 39.07. Result ID: 69a871666dbb7075b95067a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8b1e209131cea89060.md>)

Recorded evaluation configuration: {"Backbone":"InternVL2.5-VL-1B"}. This record does not assert independent reproduction.

### LLaVA-NeXT-7B

Overall Score: 37.1. Result ID: 69f851f347f34ce924dbd392.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79731e209131cea7db3d.md>)

Recorded evaluation configuration: {"DownSample":"No","#Vtoken":"2880","LLM":"Vicuna-7B"}. This record does not assert independent reproduction.

### LLaVA-NeXT-7B†

Overall Score: 34.7. Result ID: 69f851f347f34ce924dbd393.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79731e209131cea7db3d.md>)

Recorded evaluation configuration: {"DownSample":"2×2 \| 4×4","#Vtoken":"864","LLM":"Vicuna-7B"}. This record does not assert independent reproduction.

### Individual Grounding

Overall Score: 33.82. Result ID: 69a871666dbb7075b95067a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8b1e209131cea89060.md>)

Recorded evaluation configuration: {"Backbone":"InternVL2.5-VL-1B"}. This record does not assert independent reproduction.

### Individual Geometry

Overall Score: 29.79. Result ID: 69a871666dbb7075b95067a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8b1e209131cea89060.md>)

Recorded evaluation configuration: {"Backbone":"InternVL2.5-VL-1B"}. This record does not assert independent reproduction.

### Individual Chart

Overall Score: 26.02. Result ID: 69a871666dbb7075b95067a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b8b1e209131cea89060.md>)

Recorded evaluation configuration: {"Backbone":"InternVL2.5-VL-1B"}. This record does not assert independent reproduction.

### LLaVA-v1.5-7B

Overall Score: 25.8. Result ID: 69f851f347f34ce924dbd391.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79731e209131cea7db3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732e1e209131cea5af59.md>)

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

Recorded evaluation configuration: {"DownSample":"No","#Vtoken":"576","LLM":"Vicuna-7B"}. This record does not assert independent reproduction.

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