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Mathematical Reasoning research benchmarks – Page 136 · SOTA2 Research

Mathematical Reasoning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

98.94Accuracy

4

Mar 6, 2026

0.051Brier Score

4

Mar 5, 2026

49.31Mean@16

4

Mar 12, 2026

64.31Mean@16

4

Mar 4, 2026

62.35Mean@16

4

Mar 4, 2026

47.06Mean@16

4

Mar 4, 2026

30.42Mean@16

4

Mar 4, 2026

43.12Mean@16

4

Mar 4, 2026

MMLU Out of Domain

1,896.9MTL Score

4

Mar 4, 2026

MMLU Math&Logic (train)

39.2R-PSR

4

Mar 4, 2026

MATH500 Llama3-8B (first 100 examples)

39Accuracy

4

Mar 4, 2026

Chordal + PEO Repair (Ours)

92.4Accuracy

4

Mar 4, 2026

95Accuracy

4

Feb 26, 2026

94Accuracy

4

Feb 26, 2026

ExpertWeaver-Instruct

57.1GSM8K Score

4

Feb 26, 2026

9.55Throughput (tokens/s)

4

Feb 26, 2026

8.58Throughput (tokens/s)

4

Feb 26, 2026

Arithmetic Dataset (test)

930Avg Generated Tokens

4

Feb 26, 2026

2.34Training Cost (USD)

4

Feb 26, 2026

59.7Mean Accuracy @16

4

Feb 26, 2026

13.5Mean@16

4

Feb 26, 2026

97.8ANLL

4

Feb 26, 2026

IMO-AnswerBench (test)

Qwen3-4B-Instruct-2507 + InT + RL

25.62Pass@1

4

Feb 26, 2026

Mathematical Reasoning (OOD)

89.9Algebra222 Accuracy

4

Feb 26, 2026

Mathematical Reasoning (in-distribution)

81.7GSM8K Score

4

Feb 26, 2026

Page 136 of 152

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