# Behavioral Prediction on Woodward-like Behavioral Prediction Animate

Source: [Behavioral Prediction on Woodward-like Behavioral Prediction Animate](<https://www.sota2.com/research/sota/behavioral-prediction-on-woodward-like-behavioral-prediction-animate>)

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

Data updated: 2026-03-27T12:08:16.499Z

Evaluation of model performance on predicting behavior using the Woodward-like Behavioral Prediction Animate 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 | Behavioral Prediction |
| Dataset (including any stated split) | Woodward-like Behavioral Prediction Animate |
| 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/behavioral-prediction-on-woodward-like-behavioral-prediction-animate.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen 3.5 Plus | 85 | Not recorded | 68fa7a311e209131cea81a7b |
| GPT-5.2 | 84 | Not recorded | 68fa7a311e209131cea81a7b |
| Humans | 75 | Not recorded | 68fa7a311e209131cea81a7b |
| Gemini 3.1 Pro | 63 | Not recorded | 68fa7a311e209131cea81a7b |
| Claude 3.5 Sonnet | 53 | Not recorded | 68fa7a311e209131cea81a7b |
| Qwen VL Max | 48 | Not recorded | 68fa7a311e209131cea81a7b |
| Gemini 3.1 Flash | 41 | Not recorded | 68fa7a311e209131cea81a7b |
| Claude Opus 4.6 | 37 | Not recorded | 68fa7a311e209131cea81a7b |
| GPT-4o | 35 | Not recorded | 68fa7a311e209131cea81a7b |

### Qwen 3.5 Plus

Accuracy: 85. Result ID: 69c672af47f34ce924b02271.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-5.2

Accuracy: 84. Result ID: 69c672af47f34ce924b0226f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Humans

Accuracy: 75. Result ID: 69c672af47f34ce924b02269.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Gemini 3.1 Pro

Accuracy: 63. Result ID: 69c672af47f34ce924b0226b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Claude 3.5 Sonnet

Accuracy: 53. Result ID: 69c672af47f34ce924b0226c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen VL Max

Accuracy: 48. Result ID: 69c672af47f34ce924b02270.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Gemini 3.1 Flash

Accuracy: 41. Result ID: 69c672af47f34ce924b0226a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Claude Opus 4.6

Accuracy: 37. Result ID: 69c672af47f34ce924b0226d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-4o

Accuracy: 35. Result ID: 69c672af47f34ce924b0226e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81a7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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