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Entity Linking research benchmarks – Page 5 · SOTA2 Research

Entity Linking

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.894Recall@1

5

Feb 26, 2026

81.77Recall@1

5

Feb 26, 2026

State-of-the-art

92.4Recall@1

5

Feb 26, 2026

0.933Recall@1

5

Feb 26, 2026

MedMentions (test)

State-of-the-art

74.6Recall@1

5

Feb 26, 2026

Our held-out Wikipedia tables (test)

WikiLookup (Oracle)

0.79F1 Score

5

Feb 26, 2026

TR hard 2016 (test)

64Score (de)

5

Feb 26, 2026

WebQSP Main entity (test)

80.4Precision

5

Feb 26, 2026

78.4InKB F1 (News)

4

May 27, 2026

AIDA w/ NIL (testb)

84.42Non-NAC Accuracy

4

Feb 26, 2026

Occupations Benchmark

53.87Top-1 Accuracy

3

Feb 26, 2026

T-REx Wikidata (test)

CHOLAN-Wikidata

75Precision

3

Feb 26, 2026

28.81Accuracy@1

2

Feb 26, 2026

Benchmark Skills

39.69Top-1 Accuracy

2

Feb 26, 2026

English WikiNews 2018

92Recall@1

2

Feb 26, 2026

SimpleQuestion Uppercase Entities

66Precision

2

Feb 26, 2026

SimpleQuestion (test)

56Precision

2

Feb 26, 2026

LC-QuAD 2.0 (test)

50Precision

2

Feb 26, 2026

58.9Precision

2

Feb 26, 2026

Composite Distance

25.6Performance Loss

1

Mar 24, 2026

40.5Top-1 F1

1

Feb 26, 2026

AIDA CoNLL-2003 (testb)

—

—Micro-F1

0

Feb 26, 2026

AIDA CoNLL-2003 (testa)

—

—Micro-F1

0

Feb 26, 2026

Page 5 of 5

Popular datasets

AIDA OKE MSNBC AQUAINT ACE

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