# Atomic Action Recognition on SceneTeract (test)

Source: [Atomic Action Recognition on SceneTeract (test)](<https://www.sota2.com/research/sota/atomic-action-recognition-on-sceneteract-test>)

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

Data updated: 2026-04-01T08:44:28.844Z

Evaluation of Atomic Action Recognition performance on the test split of the SceneTeract dataset, typically 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 | Atomic Action Recognition |
| Dataset (including any stated split) | SceneTeract (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/atomic-action-recognition-on-sceneteract-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-3-Flash-Preview | 77.1 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Qwen3-VL-4B-Instruct with GRPO | 75.3 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Gemma3-12B-Instruct | 75 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Gemma3-4B-Instruct | 74.8 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Claude-Sonnet-4-6 | 73.1 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Gemini-3.1-Pro-Preview | 72.1 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Qwen3-VL-4B-Instruct | 70.4 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Qwen3-VL-8B-Instruct | 67.5 | Not recorded | 69cca6a10636e5bf4afcbc36 |
| Ministral3-3B-Instruct | 34.5 | Not recorded | 69cca6a10636e5bf4afcbc36 |

### Gemini-3-Flash-Preview

Accuracy: 77.1. Result ID: 69ccdad947f34ce924b69ea7.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Qwen3-VL-4B-Instruct with GRPO

Accuracy: 75.3. Result ID: 69ccdad947f34ce924b69eaf.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Gemma3-12B-Instruct

Accuracy: 75. Result ID: 69ccdad947f34ce924b69eab.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Gemma3-4B-Instruct

Accuracy: 74.8. Result ID: 69ccdad947f34ce924b69ead.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Claude-Sonnet-4-6

Accuracy: 73.1. Result ID: 69ccdad947f34ce924b69ea9.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Gemini-3.1-Pro-Preview

Accuracy: 72.1. Result ID: 69ccdad947f34ce924b69ea8.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Qwen3-VL-4B-Instruct

Accuracy: 70.4. Result ID: 69ccdad947f34ce924b69eae.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Qwen3-VL-8B-Instruct

Accuracy: 67.5. Result ID: 69ccdad947f34ce924b69eaa.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

### Ministral3-3B-Instruct

Accuracy: 34.5. Result ID: 69ccdad947f34ce924b69eac.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6a10636e5bf4afcbc36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69672325e25ad2fa9d1ec218.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Decomposed"}. This record does not assert independent reproduction.

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