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Physical Reasoning research benchmarks – Page 2 · SOTA2 Research

Physical Reasoning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

INTERPHYRE (test)

0Cliffhanger

5

Jun 30, 2026

97.2mIoU

5

Apr 27, 2026

PHYRE-2B cross-template (test)

Dynamics-Aware DQN

24.3AUCCESS

5

Feb 26, 2026

PHYRE-2B within-template (test)

Dynamics-Aware DQN

77.6AUCCESS

5

Feb 26, 2026

PHYRE cross-template B

56.31AUCCESS

5

Feb 26, 2026

PHYRE within-template B

85.49AUCCESS

5

Feb 26, 2026

InterPhyre Two Body Problem (evaluation)

34Accuracy

4

Jun 30, 2026

InterPhyre Down to Earth (evaluation)

72Accuracy

4

Jun 30, 2026

0.436Comprehensive Score

4

Apr 10, 2026

Physics-IQ Multi Frame

23.5Spatial IoU

3

Apr 10, 2026

InterPhyre Catapult (evaluation)

54Accuracy

2

Jun 30, 2026

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PHYRE PIQA Interphyre Physics-IQ CLEVRER

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