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Papers Benchmarks Datasets Tasks

Entity Linking research benchmarks – Page 4 · SOTA2 Research

Entity Linking

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Mewsli-9 (test)

90.6Recall@1

7

Feb 26, 2026

62Accuracy (de)

7

Feb 26, 2026

AIDA CoNLL03 (test)

Kolitsas et al. (2018)

82.4Strong F1

7

Feb 26, 2026

AIDA testa CoNLL03 (val)

Kolitsas et al. (2018)

89.4Strong F1

7

Feb 26, 2026

WikiLookup (Oracle)

74F1 Score

7

Feb 26, 2026

OKE 2016 (test)

van Hulst et al. (2020)

58.3Micro F1

6

Feb 27, 2026

0.521F1 (de)

6

Feb 26, 2026

FUNSD (10-fold cross val)

0.67F1 Score

6

Feb 26, 2026

DER (out-of-domain)

54.1InKB micro F1

6

Feb 26, 2026

MSNBC (out-of-domain)

73.7InKB Micro F1

6

Feb 26, 2026

AIDA CoNLL-2003 (test)

0.84InKB micro F1

6

Feb 26, 2026

OKE 2015 (test)

Hoffart et al. (2011)

63.1Micro F1

6

Feb 27, 2026

Hoffart et al. (2011)

42.4Micro F1

6

Feb 27, 2026

Kolitsas et al. (2018)

50.3Micro F1

6

Feb 27, 2026

60.7Micro F1

6

Feb 27, 2026

Dexter Der (test)

54.1Micro F1

6

Feb 27, 2026

Mewsli-9 1.0 (test)

95.4Accuracy (ar)

6

Feb 26, 2026

T2D v1.0 (test)

WikiLookup (Oracle)

90F1 Score

6

Feb 26, 2026

WebQSP-WD (test)

84Precision

6

Feb 26, 2026

Derczynski (Der) out-of-domain (test)

56.3inKB Micro F1

5

Feb 26, 2026

AIDA in-domain (test)

86.4inKB Micro F1

5

Feb 26, 2026

72.43OAC

5

Feb 26, 2026

89.7OAC

5

Feb 26, 2026

AIDA w/o NIL (testb)

88.6OAC

5

Feb 26, 2026

86.97Non-NAC

5

Feb 26, 2026

Page 4 of 5

Popular datasets

AIDA OKE MSNBC AQUAINT ACE

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