# Chart Question Answering on DVQA (test-familiar)

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

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

Data updated: 2026-02-26T06:04:50.516Z

Evaluation of model performance on the test-familiar split of the DVQA dataset for Chart Question Answering, reporting component scores for Structure, Data, Reasoning, and Overall performance.

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 (test-familiar) |
| Metric | Structure |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Structure](<https://www.sota2.com/research/sota/chart-question-answering-on-dvqa-test-familiar.md?metric=Structure>): Higher is better; unit: PERCENT.

- [Data](<https://www.sota2.com/research/sota/chart-question-answering-on-dvqa-test-familiar.md?metric=Data>): Higher is better; unit: PERCENT.

- [Reasoning](<https://www.sota2.com/research/sota/chart-question-answering-on-dvqa-test-familiar.md?metric=Reasoning>): Higher is better; unit: PERCENT.

- [Overall](<https://www.sota2.com/research/sota/chart-question-answering-on-dvqa-test-familiar.md?metric=Overall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Structure | Result date | Report paper |
| --- | --- | --- | --- |
| PReFIL | 99.77 | Not recorded | 68fa68091e209131cea19b66 |
| PReFIL | 99.77 | Not recorded | 68fa68091e209131cea19b66 |
| PReFIL | 99.75 | Not recorded | 68fa68091e209131cea19b66 |
| PReFIL | 99.73 | Not recorded | 68fa68091e209131cea19b66 |
| SANDY | 96.47 | Not recorded | 68fa68091e209131cea19b66 |
| SANDY | 96.47 | Not recorded | 68fa68091e209131cea19b66 |
| SANDY | 94.71 | Not recorded | 68fa68091e209131cea19b66 |
| IMG+QUES | 90.38 | Not recorded | 68fa68091e209131cea19b66 |
| QUES | 44.03 | Not recorded | 68fa68091e209131cea19b66 |

### PReFIL

Structure: 99.77. Result ID: 698d55338b517eb43320b63f.

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

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

Recorded evaluation configuration: {"OCR Type":"No OCR"}. This record does not assert independent reproduction.

### PReFIL

Structure: 99.77. Result ID: 698d55338b517eb43320b644.

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

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

Recorded evaluation configuration: {"OCR Type":"Oracle OCR"}. This record does not assert independent reproduction.

### PReFIL

Structure: 99.75. Result ID: 698d55338b517eb43320b641.

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

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

Recorded evaluation configuration: {"OCR Type":"Tesseract OCR"}. This record does not assert independent reproduction.

### PReFIL

Structure: 99.73. Result ID: 698d55338b517eb43320b642.

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

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

Recorded evaluation configuration: {"OCR Type":"Improved OCR"}. This record does not assert independent reproduction.

### SANDY

Structure: 96.47. Result ID: 698d55338b517eb43320b640.

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

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

Recorded evaluation configuration: {"OCR Type":"Tesseract OCR"}. This record does not assert independent reproduction.

### SANDY

Structure: 96.47. Result ID: 698d55338b517eb43320b643.

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

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

Recorded evaluation configuration: {"OCR Type":"Oracle OCR"}. This record does not assert independent reproduction.

### SANDY

Structure: 94.71. Result ID: 698d55338b517eb43320b63e.

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

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

Recorded evaluation configuration: {"OCR Type":"No OCR"}. This record does not assert independent reproduction.

### IMG+QUES

Structure: 90.38. Result ID: 698d55338b517eb43320b63d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64131e209131cea0294a.md>)

[Implementation](<https://github.com/vmichals/FigureQA-baseline>)

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

### QUES

Structure: 44.03. Result ID: 698d55338b517eb43320b63c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa64131e209131cea0294a.md>)

[Implementation](<https://github.com/vmichals/FigureQA-baseline>)

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

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