# Multiple-Choice Video Question Answering on NExT-QA (val)

Source: [Multiple-Choice Video Question Answering on NExT-QA (val)](<https://www.sota2.com/research/sota/multiple-choice-video-question-answering-on-next-qa-val>)

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

Data updated: 2026-02-26T05:30:26.789Z

Evaluation of model performance on the validation split of the NExT-QA dataset specifically for the Multiple-Choice format of Video Question Answering, reporting overall 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 | Multiple-Choice Video Question Answering |
| Dataset (including any stated split) | NExT-QA (val) |
| 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/multiple-choice-video-question-answering-on-next-qa-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MoReVQA | 69.2 | Not recorded | 68fa77a41e209131cea748f6 |
| JCEF | 66.7 | Not recorded | 68fa77a41e209131cea748f6 |
| ViperGPT+ | 64 | Not recorded | 68fa77a41e209131cea748f6 |
| ViperGPT | 60 | Not recorded | 68fa77a41e209131cea748f6 |
| LLM-only | 48.5 | Not recorded | 68fa77a41e209131cea748f6 |
| Random (for MC) | 20 | Not recorded | 68fa77a41e209131cea748f6 |

### MoReVQA

Accuracy: 69.2. Result ID: 69955a653badfaffe64baf74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Implementation](<http://juhongm999.github.io/morevqa>)

Recorded evaluation configuration: {"VLM":"PALI-3 (5B)","LLM":"PaLM-2","Video context":"16 uniformly sampled frames"}. This record does not assert independent reproduction.

### JCEF

Accuracy: 66.7. Result ID: 69955a653badfaffe64baf73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Implementation](<http://juhongm999.github.io/morevqa>)

Recorded evaluation configuration: {"VLM":"PALI-3 (5B)","LLM":"PaLM-2","Video context":"1 frame per second"}. This record does not assert independent reproduction.

### ViperGPT+

Accuracy: 64. Result ID: 69955a653badfaffe64baf72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Implementation](<http://juhongm999.github.io/morevqa>)

Recorded evaluation configuration: {"VLM":"PALI-3 (5B)","LLM":"PaLM-2"}. This record does not assert independent reproduction.

### ViperGPT

Accuracy: 60. Result ID: 69955a653badfaffe64baf71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4d.md>)

[Implementation](<https://www.sota2.com/viper.cs.columbia.edu/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LLM-only

Accuracy: 48.5. Result ID: 69955a653badfaffe64baf70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bc0a.md>)

Recorded evaluation configuration: {"LLM":"PaLM-2"}. This record does not assert independent reproduction.

### Random (for MC)

Accuracy: 20. Result ID: 69955a653badfaffe64baf6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a41e209131cea748f6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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