# Video Question Answering and Temporal Grounding on ForeSeaQA-MM

Source: [Video Question Answering and Temporal Grounding on ForeSeaQA-MM](<https://www.sota2.com/research/sota/video-question-answering-and-temporal-grounding-on-foreseaqa-mm>)

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

Data updated: 2026-03-25T13:46:37.627Z

Evaluation of model performance on the ForeSeaQA-MM dataset for Video Question Answering and Temporal Grounding tasks, reporting Accuracy and IoU metrics.

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 and Temporal Grounding |
| Dataset (including any stated split) | ForeSeaQA-MM |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-and-temporal-grounding-on-foreseaqa-mm.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [IoU](<https://www.sota2.com/research/sota/video-question-answering-and-temporal-grounding-on-foreseaqa-mm.md?metric=IoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ForeSea | 65.4 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 62.3 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| VideoRAG | 61.9 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| VideoLLaMA3 | 61.6 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 61.3 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| Qwen2.5-VL | 60 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| Qwen2.5-VL | 58.9 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| GLM-4.1V-Thinking | 57.4 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| LLaVA-OneVision | 56.1 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| T\* | 41.1 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 38.3 | Not recorded | 69c36c3c0636e5bf4afc6644 |

### ForeSea

Accuracy: 65.4. Result ID: 69c3e71747f34ce924ad8224.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

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

### InternVL3

Accuracy: 62.3. Result ID: 69c3e71747f34ce924ad821e.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Params":"9B"}. This record does not assert independent reproduction.

### VideoRAG

Accuracy: 61.9. Result ID: 69c3e71747f34ce924ad8222.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764b1e209131cea6c370.md>)

[Implementation](<https://github.com/Leon1207/Video-RAG-master>)

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

### VideoLLaMA3

Accuracy: 61.6. Result ID: 69c3e71747f34ce924ad8221.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

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

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

### InternVL3

Accuracy: 61.3. Result ID: 69c3e71747f34ce924ad821d.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

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

### Qwen2.5-VL

Accuracy: 60. Result ID: 69c3e71747f34ce924ad8220.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

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

Recorded evaluation configuration: {"Params":"72B"}. This record does not assert independent reproduction.

### Qwen2.5-VL

Accuracy: 58.9. Result ID: 69c3e71747f34ce924ad821f.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

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

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

### GLM-4.1V-Thinking

Accuracy: 57.4. Result ID: 69c3e71747f34ce924ad821b.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

Recorded evaluation configuration: {"Params":"9B"}. This record does not assert independent reproduction.

### LLaVA-OneVision

Accuracy: 56.1. Result ID: 69c3e71747f34ce924ad821a.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

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

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

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

### T\*

Accuracy: 41.1. Result ID: 69c3e71747f34ce924ad8223.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7acd1e209131cea85308.md>)

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

### InternVL3

Accuracy: 38.3. Result ID: 69c3e71747f34ce924ad821c.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3c0636e5bf4afc6644.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Params":"2B"}. This record does not assert independent reproduction.

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