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Data-to-text generation research benchmarks – Page 2 · SOTA2 Research

Data-to-text generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WebNLG Standard

100Schema Validity

8

Apr 14, 2026

SMOOTHIE-GLOBAL

37.6ROUGE-2

8

Feb 26, 2026

34.6ROUGE-L

8

Feb 27, 2026

German ROTOWIRE (DE-RW) (test)

54.4RG Score

8

Feb 26, 2026

WebNLG 2017 (seen)

64.7BLEU

8

Feb 26, 2026

48.7ROUGE-2

8

Jun 4, 2026

47.17BLEU

7

Feb 26, 2026

50.38BLEU

6

Feb 26, 2026

Src to tgt, unified

39.8BLEU (Unigram)

5

Feb 26, 2026

Src to tgt, unified

0.315BLEU

5

Feb 26, 2026

58.71ROUGE-1

5

Feb 26, 2026

Fully-supervised fine-tuning

62.25ROUGE-1

5

Feb 26, 2026

WebNLG 2020 (test)

60.21ROUGE-1

5

Feb 26, 2026

Totto Non-overlap (dev)

41.5BLEU Score

5

Feb 26, 2026

Totto All (dev)

49.2BLEU Score

5

Feb 26, 2026

WebNLG+ 2020 (test)

CONTROL PREFIXES (A1, A2)

0.554BLEU

5

Feb 26, 2026

5.77Fluency

5

Feb 26, 2026

5.46Fluency

5

Feb 26, 2026

5.05Fluency Score

5

Feb 26, 2026

E2E NLG Challenge Czech (test)

24.87BLEU (sacrebleu)

5

Feb 26, 2026

Src to tgt, unified

22.6BLEU

4

Feb 26, 2026

91.39BLEC

4

Feb 26, 2026

94.78BLEC

4

Feb 26, 2026

53.6BLEU

4

Feb 26, 2026

0.51BLEU

4

Feb 26, 2026

Page 2 of 3

Popular datasets

WebNLG E2E DART ToTTo RotoWire

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