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Papers Benchmarks Datasets Tasks

Dependency Parsing research benchmarks – Page 4 · SOTA2 Research

Dependency Parsing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UD Treebank Finnish (test)

91.92LAS

7

Feb 26, 2026

UD Treebank (English) (test)

91.52LAS

7

Feb 26, 2026

UD Treebank Chinese (test)

90.48LAS

7

Feb 26, 2026

UD Treebank Basque (test)

88.2LAS

7

Feb 26, 2026

95.92UAS

7

Feb 26, 2026

French Treebank

91.61UAS

7

Feb 26, 2026

Universal Dependencies (UD) English v2.11

94.9LAS

6

Feb 26, 2026

DP Average over all languages (test)

57.1UAS

6

Feb 26, 2026

91.32BG Score

6

Feb 26, 2026

89.44UAS

6

Feb 26, 2026

CoNLL Catalan 2009 (test)

94.69UAS

6

Feb 26, 2026

Penn Treebank Stanford Dependencies (PTB-SD) 3.3.0 (23)

Andor et al. (2016)

94.61UAS

6

Feb 26, 2026

English PTB Yamada and Matsumoto head rules (test)

93.8UAS

6

Feb 26, 2026

Dependency Parsing stackptr → stackptr unlabeled metrics NeuroNLP2 implementation

67.21UCM Accuracy

5

Feb 26, 2026

78.02UAS

5

Feb 26, 2026

78.08UAS

5

Feb 26, 2026

SOTA (Kim et al., 2003)

91.92LAS

5

Feb 26, 2026

zh gsd CoNLL 2018 Shared Task (test)

86.39LAS

5

Feb 26, 2026

CoNLL Turkish (tr) treebank (test)

79.84UAS

5

Feb 26, 2026

CoNLL Swedish (sv) treebank (test)

92.49UAS

5

Feb 26, 2026

CoNLL Slovene (sl) treebank (test)

87.59UAS

5

Feb 26, 2026

CoNLL Portuguese (pt) treebank (test)

93.57UAS

5

Feb 26, 2026

CoNLL Dutch (nl) treebank (test)

90.1UAS

5

Feb 26, 2026

CoNLL Danish (da) treebank (test)

92.8UAS

5

Feb 26, 2026

CoNLL Bulgarian (bg) treebank (test)

94.66UAS

5

Feb 26, 2026

Page 4 of 6

Popular datasets

Conll UD Treebank Universal Dependencies PTB UD

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