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Papers Benchmarks Datasets Tasks

Table-to-text generation research benchmarks · SOTA2 Research

Table-to-text generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

70.74BLEU

51

May 14, 2026

0.393METEOR

30

Feb 26, 2026

76.9Accuracy

24

Feb 26, 2026

Logic2Text (test)

-1.06BLEURT Score

18

Feb 26, 2026

81.48COVERAGE

18

Feb 26, 2026

LOGICNLG (test)

53BLEU-1

18

Feb 26, 2026

65.4BLEU (Seen)

17

Feb 26, 2026

ToTTo Over (test)

0.364BLEURT

15

Feb 26, 2026

ToTTo Non (test)

0.116BLEURT Score

15

Feb 26, 2026

ToTTo All (dev)

0.24BLEURT

15

Feb 26, 2026

0.24BLEURT Score

15

Feb 26, 2026

Field-gating Seq2seq + dual attention

44.89BLEU-4

10

Feb 26, 2026

82.96COVERAGE

9

Feb 26, 2026

83.24COVERAGE

9

Feb 26, 2026

77.83COVERAGE

9

Feb 26, 2026

82.4COVERAGE

9

Feb 26, 2026

WebNLG Unseen (test)

52.8BLEU

9

Feb 26, 2026

WebNLG Seen (test)

64.7BLEU Score

9

Feb 26, 2026

WIKI dataset (test)

26.74BLEU

9

Feb 26, 2026

Chain-of-Thought

84.67ROUGE Score

7

Apr 30, 2026

Chain-of-Thought

49.29RG Score

7

Apr 30, 2026

16.78RG #

7

Apr 30, 2026

Logic2Text (OpenE)

11.7BLEU

6

Feb 26, 2026

Logic2Text LControl

21.5BLEU

6

Feb 26, 2026

Logic2Text (TControl)

20.6BLEU

6

Feb 26, 2026

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