# Visual Question Answering on ChartQA (human)

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

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

Data updated: 2026-05-29T11:03:52.141Z

Evaluation of model performance on the human-authored subset of the ChartQA dataset for Visual Question Answering, typically 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) | ChartQA (human) |
| 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-chartqa-human.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Vanilla PG2 | 53.2 | Not recorded | 6a191db6dbd7150506f82975 |
| PARCEL | 50.4 | Not recorded | 6a191db6dbd7150506f82975 |
| PARCEL | 50.2 | Not recorded | 6a191db6dbd7150506f82975 |
| PARCEL | 47.5 | Not recorded | 6a191db6dbd7150506f82975 |

### Vanilla PG2

Accuracy: 53.2. Result ID: 6a197274fbc373592c149f6c.

[Reporting paper](<https://www.sota2.com/research/paper/6a191db6dbd7150506f82975.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76001e209131cea6ad66.md>)

Recorded evaluation configuration: {"Visual Tokens":"1024","Resolution":"448x448","Fine-tuning":"true"}. This record does not assert independent reproduction.

### PARCEL

Accuracy: 50.4. Result ID: 6a197274fbc373592c149f6d.

[Reporting paper](<https://www.sota2.com/research/paper/6a191db6dbd7150506f82975.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191db6dbd7150506f82975.md>)

Recorded evaluation configuration: {"Visual Tokens":"1024","Resolution":"448x448","Fine-tuning":"true"}. This record does not assert independent reproduction.

### PARCEL

Accuracy: 50.2. Result ID: 6a197274fbc373592c149f6e.

[Reporting paper](<https://www.sota2.com/research/paper/6a191db6dbd7150506f82975.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191db6dbd7150506f82975.md>)

Recorded evaluation configuration: {"Visual Tokens":"256","Resolution":"448x448","Fine-tuning":"true"}. This record does not assert independent reproduction.

### PARCEL

Accuracy: 47.5. Result ID: 6a197274fbc373592c149f6f.

[Reporting paper](<https://www.sota2.com/research/paper/6a191db6dbd7150506f82975.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191db6dbd7150506f82975.md>)

Recorded evaluation configuration: {"Visual Tokens":"64","Resolution":"448x448","Fine-tuning":"true"}. This record does not assert independent reproduction.

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