# Video Question Answering on TemporalBench MBA-short QA

Source: [Video Question Answering on TemporalBench MBA-short QA](<https://www.sota2.com/research/sota/video-question-answering-on-temporalbench-mba-short-qa>)

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

Data updated: 2026-02-26T05:52:58.758Z

Evaluation of Video Question Answering performance using the TemporalBench MBA-short QA dataset.

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) | TemporalBench MBA-short QA |
| Metric | Multi-binary Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Multi-binary Acc](<https://www.sota2.com/research/sota/video-question-answering-on-temporalbench-mba-short-qa.md?metric=Multi-binary%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Multi-binary Acc | Result date | Report paper |
| --- | --- | --- | --- |
| V-JEPA 2 | 36.7 | Not recorded | 68fa79651e209131cea7d6a4 |
| PLM 8B | 28.3 | Not recorded | 68fa79651e209131cea7d6a4 |
| Qwen2.5VL | 24.5 | Not recorded | 68fa79651e209131cea7d6a4 |
| InternVL-2.5 | 24.3 | Not recorded | 68fa79651e209131cea7d6a4 |
| Qwen2VL | 20.4 | Not recorded | 68fa79651e209131cea7d6a4 |

### V-JEPA 2

Multi-binary Acc: 36.7. Result ID: 698b4b518d67a41d0a6cddd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79651e209131cea7d6a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79651e209131cea7d6a4.md>)

[Implementation](<https://github.com/facebookresearch/vjepa2>)

Recorded evaluation configuration: {"Params Enc / LLM":"1B/8B","Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

### PLM 8B

Multi-binary Acc: 28.3. Result ID: 698b4b518d67a41d0a6cddd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79651e209131cea7d6a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a291e209131cea816f4.md>)

Recorded evaluation configuration: {"Params Enc / LLM":"1B/8B","Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

### Qwen2.5VL

Multi-binary Acc: 24.5. Result ID: 698b4b518d67a41d0a6cddd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79651e209131cea7d6a4.md>)

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

Recorded evaluation configuration: {"Params Enc / LLM":"1B/7B","Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

### InternVL-2.5

Multi-binary Acc: 24.3. Result ID: 698b4b518d67a41d0a6cddd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79651e209131cea7d6a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Params Enc / LLM":"300M/7B","Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

### Qwen2VL

Multi-binary Acc: 20.4. Result ID: 698b4b518d67a41d0a6cddd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79651e209131cea7d6a4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Params Enc / LLM":"675M/7B","Evaluation Protocol":"zero-shot"}. This record does not assert independent reproduction.

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