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Table Question Answering research benchmarks – Page 3 · SOTA2 Research

Table Question Answering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

72.4Accuracy (All)

11

Feb 26, 2026

TableBench (test)

Llama-3.1-405B-Instruct + TCoT

0.489Overall Accuracy

10

May 21, 2026

NQ-Table (Challenge-set)

77.16F1 Score

10

Feb 26, 2026

WikiTQ (challenge-set)

74.41F1 Score

10

Feb 26, 2026

90.22Accuracy

10

Feb 26, 2026

86.08Accuracy

10

Feb 26, 2026

ROBUT-WTQ Sentence-Level Paraphrase (test)

81.6Accuracy (Pre-perturbation)

10

Feb 26, 2026

ROBUT-WTQ Word-Level Paraphrase (test)

85.8Accuracy (Pre-Perturbation)

10

Feb 26, 2026

ROBUT-WTQ Column Adding (test)

81.4Accuracy (Pre-Perturbation)

10

Feb 26, 2026

ROBUT-WTQ Column Extension (test)

92Accuracy (Pre-perturbation)

10

Feb 26, 2026

ROBUT-WTQ Column Order Shuffling (test)

89Accuracy (Pre-perturbation)

10

Feb 26, 2026

ROBUT-WTQ Row Order Shuffling (test)

88.5Accuracy (Pre-perturbation)

10

Feb 26, 2026

ROBUT-WTQ Abbreviation Replacement (test)

82.9Accuracy (Pre-perturbation)

10

Feb 26, 2026

ROBUT-WTQ Synonym Replacement (test)

83.6Accuracy (Pre-perturbation)

10

Feb 26, 2026

SYNTQA (Oracle)

77.5Accuracy

9

Feb 26, 2026

VTabFact (test)

91.6Accuracy

8

Jun 11, 2026

VWTQ_syn (test)

72.8Accuracy

8

Jun 11, 2026

67.5Accuracy

8

Jun 11, 2026

Meta-Llama-3-8B-Instruct

19.32sacreBLEU

8

May 21, 2026

TATQA (Evaluation)

LLAMA-3.1-8B-INST

49Alignment Score (Vanilla)

8

May 4, 2026

LLAMA-3.1-8B-INST

50Alignment Score (Vanilla)

8

May 4, 2026

FeTaQA (Evaluation Set)

LLAMA-3.1-8B-INST

48Vanilla Performance

8

May 4, 2026

LLAMA-3.1-8B-INST

50Vanilla Score

8

May 4, 2026

Visual-TableQA-CIT (test)

Gemini 2.5 Flash

92.3Relaxed Accuracy

8

Apr 23, 2026

64Exact Match

8

Feb 26, 2026

Page 3 of 5

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