# 3D/4D Video Question Answering on SAT

Source: [3D/4D Video Question Answering on SAT](<https://www.sota2.com/research/sota/3d-4d-video-question-answering-on-sat>)

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

Data updated: 2026-02-26T05:31:49.780Z

Evaluation of model performance on the SAT dataset for 3D/4D Video Question Answering, measured by 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 | 3D/4D Video Question Answering |
| Dataset (including any stated split) | SAT |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/3d-4d-video-question-answering-on-sat.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-1.5-Pro | 64.8 | Not recorded | 6948d086423ea42265729f78 |
| 4D-RGPT-8B | 64.7 | Not recorded | 6948d086423ea42265729f78 |
| LLaVA-Video-7B + SAT | 63.4 | Not recorded | 6948d086423ea42265729f78 |
| NVILA-Lite-8B | 62 | Not recorded | 6948d086423ea42265729f78 |
| GPT-4o | 57.5 | Not recorded | 6948d086423ea42265729f78 |
| LLaVA-Video-7B | 53.5 | Not recorded | 6948d086423ea42265729f78 |
| SpaceR-7B | 47.8 | Not recorded | 6948d086423ea42265729f78 |
| LLaVA-OneVision-7B | 41.7 | Not recorded | 6948d086423ea42265729f78 |

### Gemini-1.5-Pro

Accuracy: 64.8. Result ID: 69982c705698665ec4876669.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6be11.md>)

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

### 4D-RGPT-8B

Accuracy: 64.7. Result ID: 69982c705698665ec487666f.

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

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

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

### LLaVA-Video-7B + SAT

Accuracy: 63.4. Result ID: 69982c705698665ec487666c.

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

Recorded evaluation configuration: {"parameters":"7B","enhancement":"SAT"}. This record does not assert independent reproduction.

### NVILA-Lite-8B

Accuracy: 62. Result ID: 69982c705698665ec487666e.

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

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

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

### GPT-4o

Accuracy: 57.5. Result ID: 69982c705698665ec4876668.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

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

### LLaVA-Video-7B

Accuracy: 53.5. Result ID: 69982c705698665ec487666a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a561e209131cea82934.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-video>)

Recorded evaluation configuration: {"parameters":"7B"}. This record does not assert independent reproduction.

### SpaceR-7B

Accuracy: 47.8. Result ID: 69982c705698665ec487666d.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a41e209131cea798a1.md>)

Recorded evaluation configuration: {"parameters":"7B"}. This record does not assert independent reproduction.

### LLaVA-OneVision-7B

Accuracy: 41.7. Result ID: 69982c705698665ec487666b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

Recorded evaluation configuration: {"parameters":"7B"}. This record does not assert independent reproduction.

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