# Video Question Answering on TGIF-QA-R Transition curated (test)

Source: [Video Question Answering on TGIF-QA-R Transition curated (test)](<https://www.sota2.com/research/sota/video-question-answering-on-tgif-qa-r-transition-curated-test>)

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

Data updated: 2026-02-26T05:29:00.274Z

Evaluation of Video Question Answering performance on the specific 'Transition curated' test split of the TGIF-QA-R 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) | TGIF-QA-R Transition curated (test) |
| 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/video-question-answering-on-tgif-qa-r-transition-curated-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CoVGT | 73.8 | Not recorded | 68fa6ffe1e209131cea48621 |
| CoVGT (PT) | 73.2 | Not recorded | 68fa6ffe1e209131cea48621 |
| VGT (PT) | 71.5 | Not recorded | 68fa6ffe1e209131cea48621 |
| VGT | 70.5 | Not recorded | 68fa6ffe1e209131cea48621 |
| PGAT | 65.9 | Not recorded | 68fa6ffe1e209131cea48621 |
| HCRN | 63.9 | Not recorded | 68fa6ffe1e209131cea48621 |

### CoVGT

Accuracy: 73.8. Result ID: 6990f3ea3a6c314849048d39.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

[Implementation](<https://github.com/doc-doc/CoVGT>)

Recorded evaluation configuration: {"Pretrain Dataset":"None","Pretrain Size":"None","Text Encoder":"RoBERTa"}. This record does not assert independent reproduction.

### CoVGT (PT)

Accuracy: 73.2. Result ID: 6990f3ea3a6c314849048d3a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

[Implementation](<https://github.com/doc-doc/CoVGT>)

Recorded evaluation configuration: {"Pretrain Dataset":"WV","Pretrain Size":"0.18M","Text Encoder":"RoBERTa"}. This record does not assert independent reproduction.

### VGT (PT)

Accuracy: 71.5. Result ID: 6990f3ea3a6c314849048d38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1a1e209131cea37c43.md>)

[Implementation](<https://github.com/sail-sg/VGT>)

Recorded evaluation configuration: {"Pretrain Dataset":"WV","Pretrain Size":"0.18M","Text Encoder":"BERT"}. This record does not assert independent reproduction.

### VGT

Accuracy: 70.5. Result ID: 6990f3ea3a6c314849048d37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a911e209131cea28ec2.md>)

[Implementation](<https://antoyang.github.io/just-ask.html>)

Recorded evaluation configuration: {"Pretrain Dataset":"None","Pretrain Size":"None","Text Encoder":"BERT"}. This record does not assert independent reproduction.

### PGAT

Accuracy: 65.9. Result ID: 6990f3ea3a6c314849048d36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

Recorded evaluation configuration: {"Pretrain Dataset":"None","Pretrain Size":"None","Text Encoder":"GloVe"}. This record does not assert independent reproduction.

### HCRN

Accuracy: 63.9. Result ID: 6990f3ea3a6c314849048d35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffe1e209131cea48621.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14bfd.md>)

[Implementation](<https://github.com/thaolmk54/hcrn-videoqa>)

Recorded evaluation configuration: {"Pretrain Dataset":"None","Pretrain Size":"None","Text Encoder":"GloVe"}. This record does not assert independent reproduction.

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