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Papers Benchmarks Datasets Tasks

Graph-to-text generation research benchmarks · SOTA2 Research

Graph-to-text generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

4.3Fluency

18

Feb 27, 2026

BARTlarge + STA

25.66BLEU

15

Feb 26, 2026

WebNLG English (test)

66.5BLEU-4

14

Jun 1, 2026

WebNLG seen v1.0 (test)

65.05BLEU

12

Feb 26, 2026

WebNLG all v1.0 (test)

59.7BLEU

11

Feb 26, 2026

WebNLG unseen v1.0 (test)

53.67BLEU

10

Feb 26, 2026

WebNLG all (test)

59.9BLEU

8

Feb 26, 2026

WebNLG All 2017 (test)

T5-large + Wiki + Position

60.56BLEU

7

Feb 26, 2026

WebNLG Unseen 2017 (test)

T5-large + Wiki + Position

53.87BLEU

7

Feb 26, 2026

WebNLG Seen 2017 (test)

T5-large + Wiki + Position

66.07BLEU

7

Feb 26, 2026

WebNLG unseen (test)

54BLEU

7

Feb 26, 2026

WebNLG seen (test)

65.3BLEU Score

7

Feb 26, 2026

EventNarrative (test)

GAP (M_e^{e,r} + gamma)

35.08BLEU

5

Feb 26, 2026

WebNLG (Human Evaluation)

6.71Fluency

5

Feb 26, 2026

AMR (Human Evaluation)

6.7Fluency

5

Feb 26, 2026

Graph-LLaDA-generated sentences

100Fluency

4

Jun 1, 2026

Unsupervised Joint System for Text-Graph Conversion

39.1BLEU

4

Feb 27, 2026

Visual Genome (test)

Supervised Joint System for Text-Graph Conversion

26.4BLEU

4

Feb 27, 2026

Visual Genome (val)

Supervised Joint System for Text-Graph Conversion

26.5BLEU

4

Feb 27, 2026

Popular datasets

WebNLG Visual Genome AMR AGENDA EventNarrative

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