# 3D/4D Visual Question Answering on VLM4D-real 1.0 (test)

Source: [3D/4D Visual Question Answering on VLM4D-real 1.0 (test)](<https://www.sota2.com/research/sota/3d-4d-visual-question-answering-on-vlm4d-real-1-0-test>)

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

Data updated: 2026-02-26T05:34:19.171Z

Evaluation of model performance on the test split of the VLM4D-real 1.0 dataset for 3D/4D Visual Question Answering, measured by 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 | 3D/4D Visual Question Answering |
| Dataset (including any stated split) | VLM4D-real 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/3d-4d-visual-question-answering-on-vlm4d-real-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 | 53.7 | Not recorded | 6948d086423ea42265729f78 |
| 4D-RGPT-8B | 52.7 | Not recorded | 6948d086423ea42265729f78 |
| NVILA-Lite-8B | 46.5 | Not recorded | 6948d086423ea42265729f78 |
| NVILA-Lite-15B | 45.1 | Not recorded | 6948d086423ea42265729f78 |

### 4D-RGPT-15B

Accuracy (MCQ): 53.7. Result ID: 69982c705698665ec487662d.

[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): 52.7. Result ID: 69982c705698665ec487662b.

[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-8B

Accuracy (MCQ): 46.5. Result ID: 69982c705698665ec487662a.

[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.

### NVILA-Lite-15B

Accuracy (MCQ): 45.1. Result ID: 69982c705698665ec487662c.

[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.

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