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Math Word Problem Solving research benchmarks · SOTA2 Research

Math Word Problem Solving

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

95.3Accuracy

158

May 19, 2026

96.8Accuracy

117

Jul 1, 2026

87.1Accuracy

73

Feb 26, 2026

Math23K (5-fold cross-val)

85.2Accuracy

56

Feb 26, 2026

GSM8K official 1.3k set (test)

93.7Accuracy

53

Feb 26, 2026

SOMADHAN (test)

0.88Accuracy

45

Feb 26, 2026

94.5Value Accuracy

38

Feb 26, 2026

Expression Tree Decoding Strategy (Ours)

81.5Accuracy

34

Feb 26, 2026

GSM8K official train (dev)

88.3Accuracy

28

Feb 26, 2026

MAWPS (5-fold cross-val)

92.3Accuracy

21

Feb 26, 2026

SVAMP English (test)

67.8Accuracy

20

Feb 26, 2026

0.748Accuracy

19

Feb 26, 2026

89.3Accuracy

18

May 20, 2026

GSM8K 200 examples (test)

ChatGPT (gpt-3.5-turbo)

81.2Accuracy

18

Feb 26, 2026

Math Word Problems 6 tasks

43.1Accuracy

14

Feb 26, 2026

79.1Value Accuracy

14

Feb 26, 2026

MAWPS original (whole dataset)

DeBERTa (PM + VM)

91Value Accuracy

14

Feb 26, 2026

MAWPS English (test)

93Accuracy

10

Feb 26, 2026

Illinois (IL) 562 single-step word problems (5-fold cross-validation)

Giving BERT a Calculator

83.2Accuracy

10

Feb 26, 2026

UnbiasedMWP 1:N Chinese (test)

48.4Accuracy

8

Feb 26, 2026

UnbiasedMWP Chinese (test)

42Accuracy

8

Feb 26, 2026

Math23k Chinese (test)

86.5Accuracy

8

Feb 26, 2026

SVAMP 10 low-resourced languages FLORES-200 (test)

44Kazakh (Cyrillic) Accuracy

7

May 21, 2026

ASDiv-A (5-fold cross-val)

MSAT-DEDUCTREASONER

87.5Accuracy

7

Feb 26, 2026

73.7pass@1 Accuracy

6

Jun 8, 2026

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