# Video Question Answering and Temporal Grounding on ForeSeaQA Average

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

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

Data updated: 2026-03-25T13:46:37.689Z

Evaluation of model performance on the ForeSeaQA Average dataset for Video Question Answering and Temporal Grounding tasks, reporting Accuracy (Acc) and Intersection over Union (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 Average |
| 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-average.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ForeSea | 66 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| VideoLLaMA3 | 64.6 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| VideoRAG | 62.9 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 62.5 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 62.3 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| Qwen2.5-VL | 60.7 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| Qwen2.5-VL | 58.9 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| LLaVA-OneVision | 57.3 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| GLM-4.1V-Thinking | 56.2 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| T\* | 44.8 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 36.2 | Not recorded | 69c36c3c0636e5bf4afc6644 |

### ForeSea

Accuracy: 66. Result ID: 69c3e71747f34ce924ad823a.

[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.

### VideoLLaMA3

Accuracy: 64.6. Result ID: 69c3e71747f34ce924ad8237.

[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.

### VideoRAG

Accuracy: 62.9. Result ID: 69c3e71747f34ce924ad8238.

[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.

### InternVL3

Accuracy: 62.5. Result ID: 69c3e71747f34ce924ad8234.

[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.

### InternVL3

Accuracy: 62.3. Result ID: 69c3e71747f34ce924ad8233.

[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: 60.7. Result ID: 69c3e71747f34ce924ad8236.

[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: 69c3e71747f34ce924ad8235.

[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.

### LLaVA-OneVision

Accuracy: 57.3. Result ID: 69c3e71747f34ce924ad8230.

[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.

### GLM-4.1V-Thinking

Accuracy: 56.2. Result ID: 69c3e71747f34ce924ad8231.

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

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

### T\*

Accuracy: 44.8. Result ID: 69c3e71747f34ce924ad8239.

[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: 36.2. Result ID: 69c3e71747f34ce924ad8232.

[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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