# Visual Question Answering on FigureQA (test1)

Source: [Visual Question Answering on FigureQA (test1)](<https://www.sota2.com/research/sota/visual-question-answering-on-figureqa-test1>)

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

Data updated: 2026-02-26T05:28:13.022Z

Evaluation of model performance on the test1 split of the FigureQA dataset for visual question answering.

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) | FigureQA (test1) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-figureqa-test1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| PREFIL | 94.88 | Not recorded | 68fa6c141e209131cea31fef |
| VisionTaPas | 90.68 | Not recorded | 68fa6c141e209131cea31fef |
| TaPas | 89.52 | Not recorded | 68fa6c141e209131cea31fef |
| VL-T5 | 88.2 | Not recorded | 68fa6c141e209131cea31fef |
| T5 | 87.56 | Not recorded | 68fa6c141e209131cea31fef |

### PREFIL

Accuracy: 94.88. Result ID: 698eca06ffc3901de0a131f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fef.md>)

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

Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction.

### VisionTaPas

Accuracy: 90.68. Result ID: 698eca06ffc3901de0a131f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fef.md>)

[Implementation](<https://github.com/vis-nlp/ChartQA>)

Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction.

### TaPas

Accuracy: 89.52. Result ID: 698eca06ffc3901de0a131ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea333e0.md>)

[Implementation](<https://github.com/google-research/tapas>)

Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction.

### VL-T5

Accuracy: 88.2. Result ID: 698eca06ffc3901de0a131f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea25934.md>)

[Implementation](<https://github.com/j-min/VL-T5>)

Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction.

### T5

Accuracy: 87.56. Result ID: 698eca06ffc3901de0a131f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fef.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"Data Table Setting":"Gold Data Table Not Provided"}. This record does not assert independent reproduction.

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