# Video Generation on Temporal Order Full Average

Source: [Video Generation on Temporal Order Full Average](<https://www.sota2.com/research/sota/video-generation-on-temporal-order-full-average>)

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

Data updated: 2026-06-29T07:18:17.871Z

Evaluation of video generation models focusing on temporal ordering capabilities using the Full Average dataset configuration, measured by the Average Temporal-Following Score.

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 Generation |
| Dataset (including any stated split) | Temporal Order Full Average |
| Metric | Average Temporal-Following Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Average Temporal-Following Score](<https://www.sota2.com/research/sota/video-generation-on-temporal-order-full-average.md?metric=Average%20Temporal-Following%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Temporal-Following Score | Result date | Report paper |
| --- | --- | --- | --- |
| TempAct | 48.8 | Not recorded | 6a41fbf3206542251d7cca47 |
| TempAct | 46.2 | Not recorded | 6a41fbf3206542251d7cca47 |
| LongLive | 43.2 | Not recorded | 6a41fbf3206542251d7cca47 |
| LongLive | 42.4 | Not recorded | 6a41fbf3206542251d7cca47 |
| Self-Forcing | 40 | Not recorded | 6a41fbf3206542251d7cca47 |
| Casual Forcing | 39.6 | Not recorded | 6a41fbf3206542251d7cca47 |
| Self-Forcing | 38.1 | Not recorded | 6a41fbf3206542251d7cca47 |

### TempAct

Average Temporal-Following Score: 48.8. Result ID: 6a421c31fbc373592c872d33.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation","Backbone":"LongLive"}. This record does not assert independent reproduction.

### TempAct

Average Temporal-Following Score: 46.2. Result ID: 6a421c31fbc373592c872d31.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation","Backbone":"Self-Forcing"}. This record does not assert independent reproduction.

### LongLive

Average Temporal-Following Score: 43.2. Result ID: 6a421c31fbc373592c872d32.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c251e209131cea8cb13.md>)

Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation"}. This record does not assert independent reproduction.

### LongLive

Average Temporal-Following Score: 42.4. Result ID: 6a421c31fbc373592c872d2f.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c251e209131cea8cb13.md>)

Recorded evaluation configuration: {"Prompting Strategy":"Single-prompt video generation"}. This record does not assert independent reproduction.

### Self-Forcing

Average Temporal-Following Score: 40. Result ID: 6a421c31fbc373592c872d30.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb5a.md>)

Recorded evaluation configuration: {"Prompting Strategy":"Step-prompt video generation"}. This record does not assert independent reproduction.

### Casual Forcing

Average Temporal-Following Score: 39.6. Result ID: 6a421c31fbc373592c872d2e.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181ada8b01e76cc8e27d4.md>)

[Implementation](<https://github.com/thu-ml/Causal-Forcing>)

Recorded evaluation configuration: {"Prompting Strategy":"Single-prompt video generation"}. This record does not assert independent reproduction.

### Self-Forcing

Average Temporal-Following Score: 38.1. Result ID: 6a421c31fbc373592c872d2d.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fbf3206542251d7cca47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb5a.md>)

Recorded evaluation configuration: {"Prompting Strategy":"Single-prompt video generation"}. This record does not assert independent reproduction.

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