# Chart Question Answering on FigureQA Same Colors 1 (val)

Source: [Chart Question Answering on FigureQA Same Colors 1 (val)](<https://www.sota2.com/research/sota/chart-question-answering-on-figureqa-same-colors-1-val>)

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

Data updated: 2026-02-26T05:34:34.172Z

Evaluation of model performance on the 'Same Colors 1' validation split of the FigureQA dataset, specifically focusing on Chart Question Answering across various chart types (vBar, Pie, Line, etc.).

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) | FigureQA Same Colors 1 (val) |
| Metric | Accuracy (vBar) |
| 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 (vBar)](<https://www.sota2.com/research/sota/chart-question-answering-on-figureqa-same-colors-1-val.md?metric=Accuracy%20(vBar)>): Higher is better; unit: PERCENT.

- [Accuracy (hBar)](<https://www.sota2.com/research/sota/chart-question-answering-on-figureqa-same-colors-1-val.md?metric=Accuracy%20(hBar)>): Higher is better; unit: PERCENT.

- [Accuracy (Pie)](<https://www.sota2.com/research/sota/chart-question-answering-on-figureqa-same-colors-1-val.md?metric=Accuracy%20(Pie)>): Higher is better; unit: PERCENT.

- [Accuracy (Line)](<https://www.sota2.com/research/sota/chart-question-answering-on-figureqa-same-colors-1-val.md?metric=Accuracy%20(Line)>): Higher is better; unit: PERCENT.

- [Accuracy (Dot-line)](<https://www.sota2.com/research/sota/chart-question-answering-on-figureqa-same-colors-1-val.md?metric=Accuracy%20(Dot-line)>): Higher is better; unit: PERCENT.

- [Overall Accuracy](<https://www.sota2.com/research/sota/chart-question-answering-on-figureqa-same-colors-1-val.md?metric=Overall%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (vBar) | Result date | Report paper |
| --- | --- | --- | --- |
| PReFIL | 98.8 | Not recorded | 68fa68091e209131cea19b66 |
| FigureNet | 87.36 | Not recorded | 68fa68091e209131cea19b66 |
| RN | 85.71 | Not recorded | 68fa68091e209131cea19b66 |
| IMG+QUES | 61.98 | Not recorded | 68fa68091e209131cea19b66 |

### PReFIL

Accuracy (vBar): 98.8. Result ID: 698d55338b517eb43320b635.

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

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

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

### FigureNet

Accuracy (vBar): 87.36. Result ID: 698d55338b517eb43320b634.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa658e1e209131cea0b21b.md>)

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

### RN

Accuracy (vBar): 85.71. Result ID: 698d55338b517eb43320b633.

[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.

### IMG+QUES

Accuracy (vBar): 61.98. Result ID: 698d55338b517eb43320b632.

[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.

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