# Continual Video Question Answering on DramaQA (test)

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

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

Data updated: 2026-03-10T07:51:02.641Z

Evaluation of model performance on the test split of the DramaQA dataset for Continual Video Question Answering tasks, 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) | DramaQA (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-dramaqa-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HyperTokens | 71.62 | Not recorded | 69afa57e2d603e6de3e439e2 |
| Bisecle | 71.49 | Not recorded | 69afa57e2d603e6de3e439e2 |
| ColPro | 71.24 | Not recorded | 69afa57e2d603e6de3e439e2 |
| ProgPrompt | 67.92 | Not recorded | 69afa57e2d603e6de3e439e2 |
| DAM | 67.37 | Not recorded | 69afa57e2d603e6de3e439e2 |
| DualPrompt | 65.89 | Not recorded | 69afa57e2d603e6de3e439e2 |
| LAE | 65.82 | Not recorded | 69afa57e2d603e6de3e439e2 |
| L2P | 62.5 | Not recorded | 69afa57e2d603e6de3e439e2 |
| LLaMA-Adapter | 60.99 | Not recorded | 69afa57e2d603e6de3e439e2 |

### HyperTokens

Accuracy: 71.62. Result ID: 69afcd4a6dbb7075b957e86a.

[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: 71.49. Result ID: 69afcd4a6dbb7075b957e869.

[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: 71.24. Result ID: 69afcd4a6dbb7075b957e867.

[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: 67.92. Result ID: 69afcd4a6dbb7075b957e866.

[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: 67.37. Result ID: 69afcd4a6dbb7075b957e868.

[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: 65.89. Result ID: 69afcd4a6dbb7075b957e864.

[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: 65.82. Result ID: 69afcd4a6dbb7075b957e865.

[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: 62.5. Result ID: 69afcd4a6dbb7075b957e863.

[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: 60.99. Result ID: 69afcd4a6dbb7075b957e862.

[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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