# Visual Question Answering on InfoGraphic-VQA (val)

Source: [Visual Question Answering on InfoGraphic-VQA (val)](<https://www.sota2.com/research/sota/visual-question-answering-on-infographic-vqa-val>)

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

Data updated: 2026-03-16T10:39:26.105Z

Evaluation of model performance on the validation split of the InfoGraphic-VQA dataset for Visual Question Answering, measured using 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 | Visual Question Answering |
| Dataset (including any stated split) | InfoGraphic-VQA (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/visual-question-answering-on-infographic-vqa-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2.5-VL-7B + Cont. Reward | 81.06 | Not recorded | 691ff210d6b0dd334292e6db |
| Qwen2.5-VL-7B + Discrete Reward | 80.52 | Not recorded | 691ff210d6b0dd334292e6db |
| Qwen2.5-VL-7B (Baseline) | 80.44 | Not recorded | 691ff210d6b0dd334292e6db |
| Vision-Zero | 80.35 | Not recorded | 691ff210d6b0dd334292e6db |

### Qwen2.5-VL-7B + Cont. Reward

Accuracy: 81.06. Result ID: 69b7ddd647f34ce924a04a1c.

[Reporting paper](<https://www.sota2.com/research/paper/691ff210d6b0dd334292e6db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691ff210d6b0dd334292e6db.md>)

Recorded evaluation configuration: {"reward\_type":"Continuous"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B + Discrete Reward

Accuracy: 80.52. Result ID: 69b7ddd647f34ce924a04a1b.

[Reporting paper](<https://www.sota2.com/research/paper/691ff210d6b0dd334292e6db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2d1e209131cea8707e.md>)

Recorded evaluation configuration: {"reward\_type":"Discrete"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B (Baseline)

Accuracy: 80.44. Result ID: 69b7ddd647f34ce924a04a1a.

[Reporting paper](<https://www.sota2.com/research/paper/691ff210d6b0dd334292e6db.md>)

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

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

### Vision-Zero

Accuracy: 80.35. Result ID: 69b7ddd647f34ce924a04a19.

[Reporting paper](<https://www.sota2.com/research/paper/691ff210d6b0dd334292e6db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb11e209131cea89eff.md>)

Recorded evaluation configuration: {"external supervision":"true"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
