# Action Reasoning on Video-MME Long (test)

Source: [Action Reasoning on Video-MME Long (test)](<https://www.sota2.com/research/sota/action-reasoning-on-video-mme-long-test>)

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

Data updated: 2026-05-08T10:21:04.487Z

Evaluation of Action Reasoning performance on the test split of the Video-MME Long subset, specifically covering queries between 1800s and 3600s, measured by accuracy.

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 | Action Reasoning |
| Dataset (including any stated split) | Video-MME Long (1800s-3600s) (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/action-reasoning-on-video-mme-long-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| EC-RAG | 46.67 | Not recorded | 69fd6e1a5497b3b670c8946a |
| Qwen3-VL-8B | 43.89 | Not recorded | 69fd6e1a5497b3b670c8946a |

### EC-RAG

Accuracy: 46.67. Result ID: 69fdb90847f34ce924e1487e.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1a5497b3b670c8946a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e1a5497b3b670c8946a.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

Accuracy: 43.89. Result ID: 69fdb90847f34ce924e1487d.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e1a5497b3b670c8946a.md>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B","Configuration":"Baseline"}. This record does not assert independent reproduction.

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