# Continual Video Question Answering on NExT-QA (test)

Source: [Continual Video Question Answering on NExT-QA (test)](<https://www.sota2.com/research/sota/continual-video-question-answering-on-next-qa-test>)

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

Data updated: 2026-03-10T07:51:02.615Z

Evaluation of model performance on the test split of the NExT-QA dataset specifically for the Continual Video Question Answering task, reporting accuracy and Fog 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 | Continual Video Question Answering |
| Dataset (including any stated split) | NExT-QA (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/continual-video-question-answering-on-next-qa-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Fog Score](<https://www.sota2.com/research/sota/continual-video-question-answering-on-next-qa-test.md?metric=Fog%20Score>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HyperTokens | 64.75 | Not recorded | 69afa57e2d603e6de3e439e2 |
| Bisecle | 62.37 | Not recorded | 69afa57e2d603e6de3e439e2 |
| ColPro | 55.14 | Not recorded | 69afa57e2d603e6de3e439e2 |
| ProgPrompt | 53.95 | Not recorded | 69afa57e2d603e6de3e439e2 |
| DAM | 53.88 | Not recorded | 69afa57e2d603e6de3e439e2 |
| DualPrompt | 50.62 | Not recorded | 69afa57e2d603e6de3e439e2 |
| LAE | 49.38 | Not recorded | 69afa57e2d603e6de3e439e2 |
| L2P | 48.82 | Not recorded | 69afa57e2d603e6de3e439e2 |
| LLaMA-Adapter | 46.58 | Not recorded | 69afa57e2d603e6de3e439e2 |

### HyperTokens

Accuracy: 64.75. Result ID: 69afcd4a6dbb7075b957e861.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

Recorded evaluation configuration: {"Venue":"ours"}. This record does not assert independent reproduction.

### Bisecle

Accuracy: 62.37. Result ID: 69afcd4a6dbb7075b957e860.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79cf1e209131cea7f7b0.md>)

Recorded evaluation configuration: {"Venue":"NeurIPS’25"}. This record does not assert independent reproduction.

### ColPro

Accuracy: 55.14. Result ID: 69afcd4a6dbb7075b957e85e.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76961e209131cea6de6f.md>)

Recorded evaluation configuration: {"Venue":"EMNLP’24"}. This record does not assert independent reproduction.

### ProgPrompt

Accuracy: 53.95. Result ID: 69afcd4a6dbb7075b957e85d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e701e209131cea3fc44.md>)

Recorded evaluation configuration: {"Venue":"ICLR’23"}. This record does not assert independent reproduction.

### DAM

Accuracy: 53.88. Result ID: 69afcd4a6dbb7075b957e85f.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fc1e209131cea59ca7.md>)

Recorded evaluation configuration: {"Venue":"WACV’25"}. This record does not assert independent reproduction.

### DualPrompt

Accuracy: 50.62. Result ID: 69afcd4a6dbb7075b957e85b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea38614.md>)

Recorded evaluation configuration: {"Venue":"ECCV’22"}. This record does not assert independent reproduction.

### LAE

Accuracy: 49.38. Result ID: 69afcd4a6dbb7075b957e85c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70581e209131cea4a6d2.md>)

Recorded evaluation configuration: {"Venue":"ICCV’23"}. This record does not assert independent reproduction.

### L2P

Accuracy: 48.82. Result ID: 69afcd4a6dbb7075b957e85a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31ad7.md>)

[Implementation](<https://github.com/google-research/l2p>)

Recorded evaluation configuration: {"Venue":"CVPR’22"}. This record does not assert independent reproduction.

### LLaMA-Adapter

Accuracy: 46.58. Result ID: 69afcd4a6dbb7075b957e859.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57e2d603e6de3e439e2.md>)

Recorded evaluation configuration: {"Venue":"ICLR’24"}. This record does not assert independent reproduction.

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