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Papers Benchmarks Datasets Tasks

Dependency Parsing research benchmarks – Page 6 · SOTA2 Research

Dependency Parsing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

English BLOOM (brain analysis)

90.26LAS

2

Feb 26, 2026

Universal Dependencies PUD treebanks (test)

82.25LAS (F1)

2

Feb 26, 2026

UD Treebanks 12 languages (test)

94.31UAS (bg)

2

Feb 26, 2026

UD Treebanks 12 languages (dev)

94.09UAS (Bulgarian)

2

Feb 26, 2026

Composite Distance

36.7Performance Loss

1

Mar 24, 2026

Composite Distance

9.9Performance Loss

1

Mar 24, 2026

Universal Dependencies (UD) Finnish v2.11

91.8LAS (%)

1

Feb 26, 2026

Universal Dependencies (UD) Arabic v2.11

92.1LAS

1

Feb 26, 2026

Universal Dependencies (UD) Chinese v2.11

93.2LAS

1

Feb 26, 2026

Universal Dependencies (UD) Spanish v2.11

94.8LAS (%)

1

Feb 26, 2026

Chinese BLOOM (brain analysis)

74.71LAS

1

Feb 26, 2026

Chinese BLOOM (brain analysis)

77.07LAS

1

Feb 26, 2026

th pud CoNLL 2018 Shared Task (test)

64LAS

1

Feb 26, 2026

ja gsd CoNLL 2018 Shared Task (test)

83.11LAS

1

Feb 26, 2026

en ewt CoNLL 2018 Shared Task (test)

84.57LAS

1

Feb 26, 2026

br keb CoNLL 2018 Shared Task (test)

8.54LAS

1

Feb 26, 2026

bg btb CoNLL 2018 Shared Task (test)

91.22LAS

1

Feb 26, 2026

ar padt CoNLL 2018 Shared Task (test)

73.63LAS

1

Feb 26, 2026

af afribooms CoNLL 2018 Shared Task (test)

85.47LAS

1

Feb 26, 2026

Universal Dependencies English 2.0 (test)

93UAS

1

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 6 of 6

Popular datasets

Conll UD Treebank Universal Dependencies PTB UD

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