# Visual Question Answering on ScienceVQA (AUROC)

Source: [Visual Question Answering on ScienceVQA (AUROC)](<https://www.sota2.com/research/sota/visual-question-answering-on-sciencevqa-auroc>)

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

Data updated: 2026-02-26T05:25:44.916Z

Evaluation of model performance on the ScienceVQA dataset for visual question answering, focusing on the AUROC metric.

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) | Sci-VQA |
| Metric | AUROC |
| Unit | SCALAR |
| 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

- [AUROC](<https://www.sota2.com/research/sota/visual-question-answering-on-sciencevqa-auroc.md?metric=AUROC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| MMBoundary | 0.6786 | Not recorded | 68fa79af1e209131cea7ee1c |
| SaySelf | 0.6118 | Not recorded | 68fa79af1e209131cea7ee1c |
| RCE | 0.5902 | Not recorded | 68fa79af1e209131cea7ee1c |
| Conf-CSR | 0.5713 | Not recorded | 68fa79af1e209131cea7ee1c |
| Multisample | 0.5429 | Not recorded | 68fa79af1e209131cea7ee1c |
| DRL | 0.5028 | Not recorded | 68fa79af1e209131cea7ee1c |

### MMBoundary

AUROC: 0.6786. Result ID: 698b58a27a967eddb76dd6f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7ee1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7ee1c.md>)

[Implementation](<https://github.com/Zhitao-He/MMBoundary>)

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

### SaySelf

AUROC: 0.6118. Result ID: 698b58a27a967eddb76dd6f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7ee1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75191e209131cea65c04.md>)

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

### RCE

AUROC: 0.5902. Result ID: 698b58a27a967eddb76dd6f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7ee1c.md>)

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

### Conf-CSR

AUROC: 0.5713. Result ID: 698b58a27a967eddb76dd6f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7ee1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a5c.md>)

[Implementation](<https://github.com/YiyangZhou/CSR>)

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

### Multisample

AUROC: 0.5429. Result ID: 698b58a27a967eddb76dd6f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7ee1c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756e1e209131cea67d84.md>)

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

### DRL

AUROC: 0.5028. Result ID: 698b58a27a967eddb76dd6f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79af1e209131cea7ee1c.md>)

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

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