# Video Question Answering and Temporal Grounding on ForeSeaQA-Text

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

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

Data updated: 2026-03-25T13:46:37.661Z

Evaluation of model performance on the ForeSeaQA-Text 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-Text |
| 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-text.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VideoLLaMA3 | 67.7 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| ForeSea | 66.7 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| VideoRAG | 63.8 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 63.4 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 62.7 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| Qwen2.5-VL | 61.4 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| Qwen2.5-VL | 59 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| LLaVA-OneVision | 58.5 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| GLM-4.1V-Thinking | 55.1 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| T\* | 48.4 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| InternVL3 | 34.1 | Not recorded | 69c36c3c0636e5bf4afc6644 |

### VideoLLaMA3

Accuracy: 67.7. Result ID: 69c3e71747f34ce924ad822c.

[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.

### ForeSea

Accuracy: 66.7. Result ID: 69c3e71747f34ce924ad822f.

[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.

### VideoRAG

Accuracy: 63.8. Result ID: 69c3e71747f34ce924ad822d.

[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: 63.4. Result ID: 69c3e71747f34ce924ad8228.

[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.

### InternVL3

Accuracy: 62.7. Result ID: 69c3e71747f34ce924ad8229.

[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.

### Qwen2.5-VL

Accuracy: 61.4. Result ID: 69c3e71747f34ce924ad822b.

[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: 59. Result ID: 69c3e71747f34ce924ad822a.

[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: 58.5. Result ID: 69c3e71747f34ce924ad8225.

[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: 55.1. Result ID: 69c3e71747f34ce924ad8226.

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

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

### T\*

Accuracy: 48.4. Result ID: 69c3e71747f34ce924ad822e.

[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: 34.1. Result ID: 69c3e71747f34ce924ad8227.

[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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