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Papers Benchmarks Datasets Tasks

Dependency Parsing research benchmarks – Page 5 · SOTA2 Research

Dependency Parsing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CoNLL Arabic (ar) treebank (test)

83.04UAS

5

Feb 26, 2026

EvaLatin Prose 2026 (test)

80.92CLAS (With subtypes)

3

Apr 8, 2026

EvaLatin Poetry 2026 (test)

74.03CLAS (With subtypes)

3

Apr 8, 2026

15,326Correct Tokens

3

Feb 26, 2026

UD LINES (test)

11,393Correct Tokens

3

Feb 26, 2026

12,105Correct Tokens

3

Feb 26, 2026

UD LITTLE PRINCE (test)

4,100Correct Tokens

3

Feb 26, 2026

UD PARTUT (test)

1,888Correct Tokens

3

Feb 26, 2026

UD ESLSPOK (test)

1,462Correct Tokens

3

Feb 26, 2026

3,569Correct Tokens

3

Feb 26, 2026

UD PRONOUNS (test)

1,086Correct Tokens

3

Feb 26, 2026

UD CTETEX (test)

4,868Correct Tokens

3

Feb 26, 2026

14,217Correct Tokens

3

Feb 26, 2026

UD GENTLE (test)

9,282Correct Tokens

3

Feb 26, 2026

14,992Correct Tokens

3

Feb 26, 2026

12,141Correct Tokens

3

Feb 26, 2026

UD PARTUT (dev)

1,506Correct Tokens Count

3

Feb 26, 2026

UD ESLSPOK (dev)

1,350Correct Tokens

3

Feb 26, 2026

3,753Correct Tokens

3

Feb 26, 2026

14,108Correct Tokens

3

Feb 26, 2026

1.41CPU Factor

3

Feb 26, 2026

57.1LAS (de)

3

Feb 26, 2026

Universal Dependencies (UD) Small 3,000 token target treebank 1.0 (test)

63.4de

3

Feb 26, 2026

20 PP-ambiguous sentences (test)

Stanford Parser

0.978POS Accuracy

2

Feb 26, 2026

English BLOOM (brain analysis)

90.32LAS

2

Feb 26, 2026

Page 5 of 6

Popular datasets

Conll UD Treebank Universal Dependencies PTB UD

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