# Visual Question Answering on CLEAR Real QA

Source: [Visual Question Answering on CLEAR Real QA](<https://www.sota2.com/research/sota/visual-question-answering-on-clear-real-qa>)

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

Data updated: 2026-02-26T05:34:09.191Z

Evaluation of model performance on the CLEAR Real QA 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) | CLEAR Real QA |
| Metric | Accuracy (Aut) |
| 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 (Aut)](<https://www.sota2.com/research/sota/visual-question-answering-on-clear-real-qa.md?metric=Accuracy%20(Aut)>): Higher is better; unit: PERCENT.

- [Accuracy (Wor)](<https://www.sota2.com/research/sota/visual-question-answering-on-clear-real-qa.md?metric=Accuracy%20(Wor)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Aut) | Result date | Report paper |
| --- | --- | --- | --- |
| ViKeR | 76.6 | Not recorded | 697c3b75a8b01e76cc8da7a8 |
| IdkPO | 75.28 | Not recorded | 697c3b75a8b01e76cc8da7a8 |
| NPO | 69.98 | Not recorded | 697c3b75a8b01e76cc8da7a8 |
| GA | 50.55 | Not recorded | 697c3b75a8b01e76cc8da7a8 |

### ViKeR

Accuracy (Aut): 76.6. Result ID: 6998f68b5698665ec45b9a13.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b75a8b01e76cc8da7a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697c3b75a8b01e76cc8da7a8.md>)

Recorded evaluation configuration: {"Unlearning Ratio":"10%"}. This record does not assert independent reproduction.

### IdkPO

Accuracy (Aut): 75.28. Result ID: 6998f68b5698665ec45b9a12.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b75a8b01e76cc8da7a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74511e209131cea6105d.md>)

Recorded evaluation configuration: {"Unlearning Ratio":"10%"}. This record does not assert independent reproduction.

### NPO

Accuracy (Aut): 69.98. Result ID: 6998f68b5698665ec45b9a11.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b75a8b01e76cc8da7a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753a1e209131cea66964.md>)

Recorded evaluation configuration: {"Unlearning Ratio":"10%"}. This record does not assert independent reproduction.

### GA

Accuracy (Aut): 50.55. Result ID: 6998f68b5698665ec45b9a10.

[Reporting paper](<https://www.sota2.com/research/paper/697c3b75a8b01e76cc8da7a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea550a5.md>)

Recorded evaluation configuration: {"Unlearning Ratio":"10%"}. This record does not assert independent reproduction.

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