# Video Question Answering on NextQA (val)

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

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

Data updated: 2026-03-06T08:28:42.920Z

Evaluation of model performance on the validation split of the NextQA dataset for Video Question Answering, reporting Accuracy.

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) | NextQA (val) |
| 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-on-nextqa-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LinVT-Qwen2-VL | 85.5 | Not recorded | 69aa5f712d603e6de3e4182d |
| VideoHV-Agent | 80.7 | Not recorded | 69aa5f712d603e6de3e4182d |
| VideoAgent2 | 80.5 | Not recorded | 69aa5f712d603e6de3e4182d |
| LLaVA-OV | 80.2 | Not recorded | 69aa5f712d603e6de3e4182d |
| VideoMultiAgents | 79.6 | Not recorded | 69aa5f712d603e6de3e4182d |
| VideoChat2 | 79.5 | Not recorded | 69aa5f712d603e6de3e4182d |
| ViLA | 74.4 | Not recorded | 69aa5f712d603e6de3e4182d |
| LLoVi | 73.8 | Not recorded | 69aa5f712d603e6de3e4182d |
| TS-LLAVA | 73.6 | Not recorded | 69aa5f712d603e6de3e4182d |
| VideoAgent | 71.3 | Not recorded | 69aa5f712d603e6de3e4182d |
| SeViLA | 63.6 | Not recorded | 69aa5f712d603e6de3e4182d |

### LinVT-Qwen2-VL

Accuracy: 85.5. Result ID: 69aa8f9c6dbb7075b9544bf0.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762f1e209131cea6bbab.md>)

[Implementation](<https://github.com/gls0425/LinVT>)

Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction.

### VideoHV-Agent

Accuracy: 80.7. Result ID: 69aa8f9c6dbb7075b9544bf7.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### VideoAgent2

Accuracy: 80.5. Result ID: 69aa8f9c6dbb7075b9544bf6.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77e51e209131cea75de5.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### LLaVA-OV

Accuracy: 80.2. Result ID: 69aa8f9c6dbb7075b9544bef.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

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

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

Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction.

### VideoMultiAgents

Accuracy: 79.6. Result ID: 69aa8f9c6dbb7075b9544bf5.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa785c1e209131cea77f75.md>)

[Implementation](<https://github.com/PanasonicConnect/VideoMultiAgents>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### VideoChat2

Accuracy: 79.5. Result ID: 69aa8f9c6dbb7075b9544bee.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73411e209131cea5b4b7.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction.

### ViLA

Accuracy: 74.4. Result ID: 69aa8f9c6dbb7075b9544bed.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75051e209131cea6553c.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Supervised"}. This record does not assert independent reproduction.

### LLoVi

Accuracy: 73.8. Result ID: 69aa8f9c6dbb7075b9544bf4.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75261e209131cea6629c.md>)

[Implementation](<https://github.com/CeeZh/LLoVi>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### TS-LLAVA

Accuracy: 73.6. Result ID: 69aa8f9c6dbb7075b9544bf3.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c51e209131cea69da9.md>)

[Implementation](<https://github.com/tingyu215/TS-LLaVA>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### VideoAgent

Accuracy: 71.3. Result ID: 69aa8f9c6dbb7075b9544bf2.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72971e209131cea5761e.md>)

[Implementation](<https://wxh1996.github.io/VideoAgent-Website/>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SeViLA

Accuracy: 63.6. Result ID: 69aa8f9c6dbb7075b9544bf1.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f712d603e6de3e4182d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c7b.md>)

[Implementation](<https://github.com/Yui010206/SeViLA>)

Recorded evaluation configuration: {"Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction.

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