# 3D/4D Video Question Answering on STI-Bench

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

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

Data updated: 2026-02-26T05:31:49.707Z

Evaluation of model performance on the STI-Bench dataset for 3D/4D Video Question Answering tasks, typically 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) | STI-Bench |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-sti-bench.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-2.5-Pro | 41.4 | Not recorded | 6948d086423ea42265729f78 |
| GPT-5 | 39.3 | Not recorded | 6948d086423ea42265729f78 |
| 4D-RGPT-8B | 37.6 | Not recorded | 6948d086423ea42265729f78 |
| SpaceR-7B | 37 | Not recorded | 6948d086423ea42265729f78 |
| VideoLLaMA3-7B | 35.2 | Not recorded | 6948d086423ea42265729f78 |
| GPT-4o | 34.8 | Not recorded | 6948d086423ea42265729f78 |
| NVILA-Lite-8B | 33.8 | Not recorded | 6948d086423ea42265729f78 |
| ViLaSR-7B | 33.4 | Not recorded | 6948d086423ea42265729f78 |
| Qwen2.5-VL-7B | 32.1 | Not recorded | 6948d086423ea42265729f78 |
| SpatialReasoner-7B | 31 | Not recorded | 6948d086423ea42265729f78 |
| LLaVA-NeXT-Video-7B | 29.9 | Not recorded | 6948d086423ea42265729f78 |
| LLaVA-OneVision-7B | 29 | Not recorded | 6948d086423ea42265729f78 |

### Gemini-2.5-Pro

Accuracy: 41.4. Result ID: 69982c705698665ec4876640.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

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

### GPT-5

Accuracy: 39.3. Result ID: 69982c705698665ec487663f.

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

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

### 4D-RGPT-8B

Accuracy: 37.6. Result ID: 69982c705698665ec4876649.

[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.

### SpaceR-7B

Accuracy: 37. Result ID: 69982c705698665ec4876647.

[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.

### VideoLLaMA3-7B

Accuracy: 35.2. Result ID: 69982c705698665ec4876642.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa79111e209131cea7bf26.md>)

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

### GPT-4o

Accuracy: 34.8. Result ID: 69982c705698665ec487663e.

[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.

### NVILA-Lite-8B

Accuracy: 33.8. Result ID: 69982c705698665ec4876648.

[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.

### ViLaSR-7B

Accuracy: 33.4. Result ID: 69982c705698665ec4876645.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa79831e209131cea7defc.md>)

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

### Qwen2.5-VL-7B

Accuracy: 32.1. Result ID: 69982c705698665ec4876641.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

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

### SpatialReasoner-7B

Accuracy: 31. Result ID: 69982c705698665ec4876646.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa794e1e209131cea7d049.md>)

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

### LLaVA-NeXT-Video-7B

Accuracy: 29.9. Result ID: 69982c705698665ec4876644.

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

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

### LLaVA-OneVision-7B

Accuracy: 29. Result ID: 69982c705698665ec4876643.

[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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