# Visual Question Answering on SAT 1.0 (test)

Source: [Visual Question Answering on SAT 1.0 (test)](<https://www.sota2.com/research/sota/visual-question-answering-on-sat-1-0-test>)

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

Data updated: 2026-02-26T05:34:19.190Z

Evaluation of model performance on the test split of the SAT 1.0 dataset for visual question answering, typically measured using average multiple choice accuracy.

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) | SAT 1.0 (test) |
| Metric | Accuracy (MCQ) |
| 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 (MCQ)](<https://www.sota2.com/research/sota/visual-question-answering-on-sat-1-0-test.md?metric=Accuracy%20(MCQ)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (MCQ) | Result date | Report paper |
| --- | --- | --- | --- |
| 4D-RGPT-15B | 65.3 | Not recorded | 6948d086423ea42265729f78 |
| 4D-RGPT-8B | 64.7 | Not recorded | 6948d086423ea42265729f78 |
| NVILA-Lite-15B | 62.7 | Not recorded | 6948d086423ea42265729f78 |
| NVILA-Lite-8B | 62 | Not recorded | 6948d086423ea42265729f78 |

### 4D-RGPT-15B

Accuracy (MCQ): 65.3. Result ID: 69982c705698665ec4876639.

[Reporting paper](<https://www.sota2.com/research/paper/6948d086423ea42265729f78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d086423ea42265729f78.md>)

Recorded evaluation configuration: {"parameter\_scale":"15B"}. This record does not assert independent reproduction.

### 4D-RGPT-8B

Accuracy (MCQ): 64.7. Result ID: 69982c705698665ec4876637.

[Reporting paper](<https://www.sota2.com/research/paper/6948d086423ea42265729f78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d086423ea42265729f78.md>)

Recorded evaluation configuration: {"parameter\_scale":"8B"}. This record does not assert independent reproduction.

### NVILA-Lite-15B

Accuracy (MCQ): 62.7. Result ID: 69982c705698665ec4876638.

[Reporting paper](<https://www.sota2.com/research/paper/6948d086423ea42265729f78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea723b2.md>)

Recorded evaluation configuration: {"parameter\_scale":"15B"}. This record does not assert independent reproduction.

### NVILA-Lite-8B

Accuracy (MCQ): 62. Result ID: 69982c705698665ec4876636.

[Reporting paper](<https://www.sota2.com/research/paper/6948d086423ea42265729f78.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77481e209131cea723b2.md>)

Recorded evaluation configuration: {"parameter\_scale":"8B"}. This record does not assert independent reproduction.

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