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Papers Benchmarks Datasets Tasks

Physics Reasoning research benchmarks · SOTA2 Research

Physics Reasoning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Public Physics Benchmarks (GPQA, SciBench, PhysReason) (test)

Reason, Reward, Refine

64.4Average Accuracy

41

Jul 7, 2026

MMLU-Pro Physics

88.5Accuracy

20

Jul 9, 2026

MemoryArena Physics

11.63Success Metric

20

Jun 17, 2026

Physics C-Eval WebInstruct

Qwen3-4B-Base (HEAL)

80.15C-Eval Score

18

Apr 21, 2026

4.5Acceptance Length

12

May 12, 2026

Qwen3-30B + RL (synthetic)

40Accuracy

10

Apr 14, 2026

Qwen3-30B + RL (synthetic)

59Accuracy

10

Apr 14, 2026

Synthetic Symbolic

Qwen2.5-32B + RL (synthetic)

10.4Accuracy

10

Apr 14, 2026

Synthetic Numeric

Qwen2.5-32B + RL (synthetic)

21.9Accuracy

10

Apr 14, 2026

QFT Synthetic Hard

Claude-Opus-4.5

44.5Accuracy

6

Apr 23, 2026

QFT Synthetic Medium

Gemini-2.5-flash

88.8Accuracy

6

Apr 23, 2026

QFT Synthetic Easy

Gemini-2.5-flash

89Accuracy

6

Apr 23, 2026

arXiv human-adapted

Claude-Opus-4.5

60.4Accuracy (hep-th)

6

Apr 23, 2026

Human-Adapted (Pedagogical)

Claude-Opus-4.5

61.4Accuracy (Textbooks)

6

Apr 23, 2026

26pass@16

6

Feb 26, 2026

73.3Overall Score

4

Mar 24, 2026

Physics Puzzles Two Body Problem (test)

34Accuracy

2

Jun 30, 2026

Physics Puzzles Falling Into Place (test)

32Accuracy

2

Jun 30, 2026

Physics Puzzles Catapult (test)

44Accuracy

2

Jun 30, 2026

Qwen2.5 32B + RL (synthetic)

43.09Mean Accuracy

2

Apr 14, 2026

Popular datasets

QFT Synthetic Physics Puzzles Physics MMLU OlyBench

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