# Video Question Answering on ForeSeaQA

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

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

Data updated: 2026-03-25T13:46:37.721Z

Evaluation of model performance on the ForeSeaQA dataset for the Video Question Answering task, reporting Accuracy (Acc) and Intersection over Union (IoU).

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) | ForeSeaQA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-foreseaqa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ForeSea | 65.4 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| ForeSea-Global | 65.1 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| VideoRAG | 61.9 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| VideoLLaMA3-7B | 61.6 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| Qwen2.5-VL-7B-Instruct | 58.9 | Not recorded | 69c36c3c0636e5bf4afc6644 |
| T\* | 41.1 | Not recorded | 69c36c3c0636e5bf4afc6644 |

### ForeSea

Accuracy: 65.4. Result ID: 69c3e71747f34ce924ad8253.

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

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

Recorded evaluation configuration: {"Retrieval latency (s)":"0.5","Generation latency (s)":"2.1","TTFT (s)":"1.7","Total latency (s)":"2.6"}. This record does not assert independent reproduction.

### ForeSea-Global

Accuracy: 65.1. Result ID: 69c3e71747f34ce924ad8254.

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

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

Recorded evaluation configuration: {"Retrieval latency (s)":"0.5","Generation latency (s)":"0.9","TTFT (s)":"0.6","Total latency (s)":"1.4"}. This record does not assert independent reproduction.

### VideoRAG

Accuracy: 61.9. Result ID: 69c3e71747f34ce924ad8251.

[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: {"Backbone":"LLaVA-Video-7B-Qwen2","Retrieval latency (s)":"2.4","Generation latency (s)":"2.8","TTFT (s)":"2.3","Total latency (s)":"5.2"}. This record does not assert independent reproduction.

### VideoLLaMA3-7B

Accuracy: 61.6. Result ID: 69c3e71747f34ce924ad8250.

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

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

Recorded evaluation configuration: {"Retrieval latency (s)":"0.0","Generation latency (s)":"3.8","TTFT (s)":"3.6","Total latency (s)":"3.8"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B-Instruct

Accuracy: 58.9. Result ID: 69c3e71747f34ce924ad824f.

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

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

Recorded evaluation configuration: {"Retrieval latency (s)":"0.0","Generation latency (s)":"2.1","TTFT (s)":"1.7","Total latency (s)":"2.1"}. This record does not assert independent reproduction.

### T\*

Accuracy: 41.1. Result ID: 69c3e71747f34ce924ad8252.

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

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

Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B-Instruct","Retrieval latency (s)":"6.8","Generation latency (s)":"0.9","TTFT (s)":"0.6","Total latency (s)":"7.6"}. This record does not assert independent reproduction.

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