# Chart Question Answering on DVQA

Source: [Chart Question Answering on DVQA](<https://www.sota2.com/research/sota/chart-question-answering-on-dvqa>)

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

Data updated: 2026-02-26T05:28:23.081Z

Evaluation of model performance on the DVQA dataset for Chart 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 | Chart Question Answering |
| Dataset (including any stated split) | DVQA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/chart-question-answering-on-dvqa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| STL-CQA | 97.35 | Not recorded | 68fa6cf41e209131cea36ccc |
| PReFIL | 96.37 | Not recorded | 68fa6cf41e209131cea36ccc |
| CRCT\_p | 82.14 | Not recorded | 68fa6cf41e209131cea36ccc |
| LEAF-Net | 72.72 | Not recorded | 68fa6cf41e209131cea36ccc |
| PlotQA-M | 57.99 | Not recorded | 68fa6cf41e209131cea36ccc |
| SANDY | 56.48 | Not recorded | 68fa6cf41e209131cea36ccc |

### STL-CQA

Accuracy: 97.35. Result ID: 698f4e9a3a6c314849f7cc4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ccc.md>)

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

### PReFIL

Accuracy: 96.37. Result ID: 698f4e9a3a6c314849f7cc4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ccc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68091e209131cea19b66.md>)

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

### CRCT\_p

Accuracy: 82.14. Result ID: 698f4e9a3a6c314849f7cc4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ccc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ccc.md>)

[Implementation](<https://github.com/levymsn/CQA-CRCT>)

Recorded evaluation configuration: {"detector training":"partial bounding box annotations"}. This record does not assert independent reproduction.

### LEAF-Net

Accuracy: 72.72. Result ID: 698f4e9a3a6c314849f7cc4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ccc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa661e1e209131cea0e767.md>)

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

### PlotQA-M

Accuracy: 57.99. Result ID: 698f4e9a3a6c314849f7cc49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ccc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66fb1e209131cea13686.md>)

[Implementation](<https://www.sota2.com/bit.ly/PlotQA>)

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

### SANDY

Accuracy: 56.48. Result ID: 698f4e9a3a6c314849f7cc48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cf41e209131cea36ccc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642f1e209131cea034d0.md>)

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

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