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Mathematical Reasoning research benchmarks – Page 123 · SOTA2 Research

Mathematical Reasoning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100Pass@16

6

Feb 26, 2026

83.33Pass@16

6

Feb 26, 2026

Self-Certainty (SC)

33.07Selection Accuracy

6

Feb 26, 2026

Contrastive Causality (CC)

63.87Selection Accuracy

6

Feb 26, 2026

Average (GSM8K, MATH, MMLU-MATH, MATHQA) (test)

51.4Accuracy

6

Feb 26, 2026

56.3Accuracy

6

Feb 26, 2026

Llama-3.1-8B-Inst

0.749Accuracy

6

Feb 26, 2026

0.683Accuracy

6

Feb 26, 2026

86Accuracy

6

Feb 26, 2026

85.81Accuracy

6

Feb 26, 2026

Claude3.5-Sonnet

96.4GSM8K Pass@1 Accuracy

6

Feb 26, 2026

79.6Solve Rate

6

Feb 26, 2026

Mathematics Dataset Extrapolation

TP-Transformer C

54.71Accuracy

6

Feb 26, 2026

Mathematics Dataset (interpolation)

81.92Accuracy

6

Feb 26, 2026

43.06Average Score @8

5

Jul 7, 2026

54.38Avg@32

5

Jul 7, 2026

44.06AIME26 Accuracy

5

Jul 7, 2026

79.68Accuracy

5

Jul 7, 2026

40.6Accuracy

5

Jul 7, 2026

3.35Coherence

5

Jul 2, 2026

AIME24@32 (test)

73.33Accuracy

5

Jul 1, 2026

AIME23@32 (test)

42.22Accuracy

5

Jul 1, 2026

AIME22 @32 (test)

46.67Accuracy

5

Jul 1, 2026

MATH500 @4 (test)

87.33Accuracy

5

Jul 1, 2026

GSM8K @1 (test)

76.42Accuracy

5

Jul 1, 2026

Page 123 of 152

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