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Table Question Answering research benchmarks · SOTA2 Research

Table Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

91.84Accuracy

163

Jun 11, 2026

Commented Reasoning Framework + Answer Selector with Table-R1

84.3Accuracy

140

May 19, 2026

TableBench 1.0 (test)

48.46Accuracy

136

May 21, 2026

94.1Accuracy

129

Jun 30, 2026

Gemini-3-Pro-Preview

91.25Accuracy

109

Jun 30, 2026

Qwen3-VL-8B + TABQAWORLD

94.97Accuracy

97

Apr 21, 2026

WikiTableQuestions (test)

76.6Accuracy

86

Feb 26, 2026

NQTables (test)

72.5F1 Score

71

Apr 23, 2026

87.8Denotation Acc

67

Jun 8, 2026

80.1F1 Score

63

Apr 23, 2026

64.7Denotation Accuracy

62

Mar 10, 2026

93.5Accuracy

58

Apr 13, 2026

Specialist SOTA

92.07Accuracy

55

Jun 30, 2026

SYNTQA (Oracle)

95.1Accuracy

55

Feb 26, 2026

84.41F1 Score

50

Feb 26, 2026

73F1 Score

50

Feb 26, 2026

79.8F1 Score

50

Feb 26, 2026

Financial TableQA

85.51Execution Accuracy

48

Apr 24, 2026

Qwen3-VL-8B + TABQAWORLD

75.88Accuracy

45

Apr 7, 2026

62EM

40

Feb 26, 2026

Penguins in a Table

96.5EM

40

Feb 26, 2026

TableLlama + Oracle

64.71Accuracy

30

Feb 26, 2026

77.2Accuracy

29

Mar 11, 2026

WikiTable Questions (WTQ)

Qwen3-VL-8B + TABQAWORLD

88.89Accuracy

28

Apr 7, 2026

WikiTableQuestions (WTQ) (test)

81.4Accuracy

26

Jun 11, 2026

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