# Behavioral Prediction on Woodward-like Behavioral Prediction Non-animate Source: [Behavioral Prediction on Woodward-like Behavioral Prediction Non-animate]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:08:16.546Z Evaluation of model performance on predicting non-animate behavior using the Woodward-like Behavioral Prediction dataset, 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 Non-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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Claude Opus 4.6 | 94 | Not recorded | 68fa7a311e209131cea81a7b | | Gemini 3.1 Pro | 90 | Not recorded | 68fa7a311e209131cea81a7b | | Qwen 3.5 Plus | 88 | Not recorded | 68fa7a311e209131cea81a7b | | Humans | 81 | Not recorded | 68fa7a311e209131cea81a7b | | GPT-4o | 60 | Not recorded | 68fa7a311e209131cea81a7b | | GPT-5.2 | 58 | Not recorded | 68fa7a311e209131cea81a7b | | Claude 3.5 Sonnet | 50 | Not recorded | 68fa7a311e209131cea81a7b | | Qwen VL Max | 49 | Not recorded | 68fa7a311e209131cea81a7b | | Gemini 3.1 Flash | 47 | Not recorded | 68fa7a311e209131cea81a7b | ### Claude Opus 4.6 Accuracy: 94. Result ID: 69c672af47f34ce924b02276. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini 3.1 Pro Accuracy: 90. Result ID: 69c672af47f34ce924b02274. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen 3.5 Plus Accuracy: 88. Result ID: 69c672af47f34ce924b0227a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Humans Accuracy: 81. Result ID: 69c672af47f34ce924b02272. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o Accuracy: 60. Result ID: 69c672af47f34ce924b02277. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5.2 Accuracy: 58. Result ID: 69c672af47f34ce924b02278. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Claude 3.5 Sonnet Accuracy: 50. Result ID: 69c672af47f34ce924b02275. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen VL Max Accuracy: 49. Result ID: 69c672af47f34ce924b02279. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini 3.1 Flash Accuracy: 47. Result ID: 69c672af47f34ce924b02273. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.