# Video Question Answering on NExT-QA ATP-hard (val)

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

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

Data updated: 2026-02-26T05:26:57.769Z

Evaluation of model performance on the ATP-hard subset of the NExT-QA validation split for Video Question Answering, reporting Causal Accuracy (Acc@C), Temporal Accuracy (Acc@T), and Overall Accuracy (Acc@All).

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) | NExT-QA ATP-hard (val) |
| Metric | Acc@C (Causal) |
| 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

- [Acc@C (Causal)](<https://www.sota2.com/research/sota/video-question-answering-on-next-qa-atp-hard-val.md?metric=Acc%40C%20(Causal)>): Higher is better; unit: PERCENT.

- [Acc@T (Temporal)](<https://www.sota2.com/research/sota/video-question-answering-on-next-qa-atp-hard-val.md?metric=Acc%40T%20(Temporal)>): Higher is better; unit: PERCENT.

- [Acc@All (Overall)](<https://www.sota2.com/research/sota/video-question-answering-on-next-qa-atp-hard-val.md?metric=Acc%40All%20(Overall)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc@C (Causal) | Result date | Report paper |
| --- | --- | --- | --- |
| GF(uns) | 48.65 | Not recorded | 68fa71b91e209131cea52c3d |
| GF(uns) | 48.5 | Not recorded | 68fa71b91e209131cea52c3d |
| GF(uns) | 48.28 | Not recorded | 68fa71b91e209131cea52c3d |
| HGA | 43.3 | Not recorded | 68fa71b91e209131cea52c3d |
| Temp\[ATP\] | 38.4 | Not recorded | 68fa71b91e209131cea52c3d |
| ATP | 19.6 | Not recorded | 68fa71b91e209131cea52c3d |

### GF(uns)

Acc@C (Causal): 48.65. Result ID: 6991f8263a6c3148490bc819.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Implementation](<https://github.com/ByZ0e/Glance-Focus>)

Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction.

### GF(uns)

Acc@C (Causal): 48.5. Result ID: 6991f8263a6c3148490bc818.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Implementation](<https://github.com/ByZ0e/Glance-Focus>)

Recorded evaluation configuration: {"Backbone":"C3D"}. This record does not assert independent reproduction.

### GF(uns)

Acc@C (Causal): 48.28. Result ID: 6991f8263a6c3148490bc817.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Implementation](<https://github.com/ByZ0e/Glance-Focus>)

Recorded evaluation configuration: {"Backbone":"S3D"}. This record does not assert independent reproduction.

### HGA

Acc@C (Causal): 43.3. Result ID: 6991f8263a6c3148490bc816.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

Recorded evaluation configuration: {"Backbone":"C3D"}. This record does not assert independent reproduction.

### Temp\[ATP\]

Acc@C (Causal): 38.4. Result ID: 6991f8263a6c3148490bc815.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea359da.md>)

[Implementation](<https://stanfordvl.github.io/atp-revisit-video-lang/>)

Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction.

### ATP

Acc@C (Causal): 19.6. Result ID: 6991f8263a6c3148490bc814.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71b91e209131cea52c3d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea359da.md>)

[Implementation](<https://stanfordvl.github.io/atp-revisit-video-lang/>)

Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.