# Transition Question Answering on TGIF-QA-R

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

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

Data updated: 2026-02-26T05:29:07.788Z

Evaluation of model performance on the Transition Question Answering task using 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 | Transition Question Answering |
| Dataset (including any stated split) | TGIF-QA-R |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/transition-question-answering-on-tgif-qa-r.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ATM | 71 | Not recorded | 68fa70821e209131cea4b98b |
| VGT | 70.5 | Not recorded | 68fa70821e209131cea4b98b |
| PGAT | 65.9 | Not recorded | 68fa70821e209131cea4b98b |
| HCRN | 63.9 | Not recorded | 68fa70821e209131cea4b98b |

### ATM

Accuracy: 71. Result ID: 699146253a6c31484906f802.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70821e209131cea4b98b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70821e209131cea4b98b.md>)

Recorded evaluation configuration: {"Pre-trained with large-scale external data":false}. This record does not assert independent reproduction.

### VGT

Accuracy: 70.5. Result ID: 699146253a6c31484906f801.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70821e209131cea4b98b.md>)

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

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

Recorded evaluation configuration: {"Pre-trained with large-scale external data":false}. This record does not assert independent reproduction.

### PGAT

Accuracy: 65.9. Result ID: 699146253a6c31484906f800.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70821e209131cea4b98b.md>)

Recorded evaluation configuration: {"Pre-trained with large-scale external data":false}. This record does not assert independent reproduction.

### HCRN

Accuracy: 63.9. Result ID: 699146253a6c31484906f7ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70821e209131cea4b98b.md>)

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

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

Recorded evaluation configuration: {"Pre-trained with large-scale external data":false}. This record does not assert independent reproduction.

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