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Mathematical Reasoning research benchmarks – Page 34 · SOTA2 Research

Mathematical Reasoning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

12.2Latency (s)

24

Feb 26, 2026

1.7Latency (s)

24

Feb 26, 2026

1.2Inference Latency (s)

24

Feb 26, 2026

22C_mem Ratio

24

Feb 26, 2026

0.1C_mem (Ratio)

24

Feb 26, 2026

12Memory Usage Ratio

24

Feb 26, 2026

36.67Pass@1

24

Feb 27, 2026

GRPO (Ts : 1.5)

61.2Pass@8

24

Apr 14, 2026

GSM-Symbolic (test)

88.1Accuracy

24

Feb 26, 2026

93.33Top-1 Accuracy

24

Feb 26, 2026

15.02Accuracy

24

Feb 26, 2026

STaR + Slow Thinking (ICL)

0.558Accuracy

24

Feb 26, 2026

GSM8K zero-shot (test)

89.46Accuracy

24

Feb 26, 2026

85.9Accuracy

24

Feb 26, 2026

36.7Accuracy

24

Feb 26, 2026

Olympiad Bench (test)

83.53Pass@1 Accuracy

24

Apr 9, 2026

39.48Pass@8

24

Mar 25, 2026

Qwen3-8B-Base + PASC-GRPO

46.67Average Score @ 16

24

Mar 4, 2026

96.7Accuracy

24

Feb 26, 2026

0.467Mean@64 Acc

24

Apr 21, 2026

23.33Pass@1

24

Feb 26, 2026

Mathematical Reasoning Suite MathQA, GSM8K, AddSub, SingleEq, SVAMP

91.88MathQA Accuracy

24

Feb 26, 2026

32Accuracy

24

Feb 26, 2026

GPT-4o-2024-08-06

81.1Pass@1

24

Feb 26, 2026

GSM8K 10 (test)

66.4m1@t1

24

Feb 26, 2026

Page 34 of 152

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