# Video Question Answering on QAego4D Closed

Source: [Video Question Answering on QAego4D Closed](<https://www.sota2.com/research/sota/video-question-answering-on-qaego4d-closed>)

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

Data updated: 2026-05-14T08:45:41.457Z

Evaluation of model performance on the QAego4D Closed dataset for Video Question Answering, reporting 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 | Video Question Answering |
| Dataset (including any stated split) | QAego4D Closed |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/video-question-answering-on-qaego4d-closed.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| RekV-LLaVaOneVision 7B | 56 | Not recorded | 69a124dd2d603e6de3e3c217 |
| Gemini-based | 56 | Not recorded | 69a124dd2d603e6de3e3c217 |
| Streaming OEM-VQA Framework | 54.4 | Not recorded | 69a124dd2d603e6de3e3c217 |
| LLaVaOneVision-based | 51.88 | Not recorded | 69a124dd2d603e6de3e3c217 |
| Edge-based OEM-VQA system | 51.76 | Not recorded | 69a124dd2d603e6de3e3c217 |
| RekV-LLavaOneVision 0.5 | 50 | Not recorded | 69a124dd2d603e6de3e3c217 |
| Ground VQA | 48.7 | Not recorded | 69a124dd2d603e6de3e3c217 |

### RekV-LLaVaOneVision 7B

Accuracy: 56. Result ID: 6a058b0747f34ce924ec9d41.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77431e209131cea72135.md>)

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

### Gemini-based

Accuracy: 56. Result ID: 6a058b0747f34ce924ec9d43.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79911e209131cea7e483.md>)

Recorded evaluation configuration: {"Base Model":"Gemini"}. This record does not assert independent reproduction.

### Streaming OEM-VQA Framework

Accuracy: 54.4. Result ID: 6a058b0747f34ce924ec9d45.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

Recorded evaluation configuration: {"Deployment scenario":"On-prem-best","Configuration":"8B Desc + 8B Reasoner"}. This record does not assert independent reproduction.

### LLaVaOneVision-based

Accuracy: 51.88. Result ID: 6a058b0747f34ce924ec9d42.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79911e209131cea7e483.md>)

Recorded evaluation configuration: {"Base Model":"LLaVaOneVision"}. This record does not assert independent reproduction.

### Edge-based OEM-VQA system

Accuracy: 51.76. Result ID: 6a058b0747f34ce924ec9d44.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

Recorded evaluation configuration: {"Deployment scenario":"Edge-best","Configuration":"2B Desc + 2B Reasoner"}. This record does not assert independent reproduction.

### RekV-LLavaOneVision 0.5

Accuracy: 50. Result ID: 6a058b0747f34ce924ec9d40.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77431e209131cea72135.md>)

Recorded evaluation configuration: {"Model scale":"0.5B"}. This record does not assert independent reproduction.

### Ground VQA

Accuracy: 48.7. Result ID: 6a058b0747f34ce924ec9d3f.

[Reporting paper](<https://www.sota2.com/research/paper/69a124dd2d603e6de3e3c217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bf1e209131cea585d0.md>)

[Implementation](<https://github.com/Becomebright/GroundVQA>)

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

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