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Papers Benchmarks Datasets Tasks

Taxonomy Expansion research benchmarks · SOTA2 Research

Taxonomy Expansion

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SemEval Sci 2016 (test)

64.7Accuracy

23

Feb 26, 2026

SemEval Env 2016 (test)

67.3Accuracy

23

Feb 26, 2026

49.5Accuracy

15

Feb 26, 2026

SemEval Food 2016 (test)

58.7Accuracy

15

Feb 26, 2026

Environment single-parent hierarchies (test)

47.6R@1

13

May 4, 2026

WordNet single-parent hierarchies (test)

25.2R@1

13

May 4, 2026

Science single-parent hierarchies (test)

46.1R@1

13

May 4, 2026

Caltech-UCSD Birds-200 2011 (test)

78.91Precision@1

10

May 4, 2026

Science (SCI) SemEval-2016 Task 13

13.2Chi-Squared

10

Feb 26, 2026

WordNet sub-taxonomies

40.9MR (Mean Rank)

9

Feb 26, 2026

Medical Subject Headings (MeSH)

175.4MR

9

Feb 26, 2026

Food SemEval-2015 Task 17

36.3Mean Rank (MR)

9

Feb 26, 2026

SemEval-2016 Task 13 Environment

8.3Mean Rank (MR)

9

Feb 26, 2026

WordNet 114 sub-taxonomies (test)

40.5Hit@1

6

Feb 26, 2026

0.451Hit@1

6

Feb 26, 2026

44.7Prec@1

3

Feb 26, 2026

44.2Precision@1

3

Feb 26, 2026

100.62Chi-Squared Statistic

1

Feb 26, 2026

Popular datasets

WordNet SemEval Science Food Environment

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