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Papers Benchmarks Datasets Tasks

Universal Dependency Parsing research benchmarks · SOTA2 Research

Universal Dependency Parsing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

German GSD v2.2 (test)

98.7UPOS

12

Feb 26, 2026

CoNLL Shared Task all treebanks 2018 (test)

90.91UPOS Accuracy

5

Feb 26, 2026

Lithuanian HSE v2.2 (test)

90.47UPOS

4

Feb 26, 2026

Kazakh KTB kk_ktb v2.2 (test)

85.59UPOS

4

Feb 26, 2026

Upper Sorbian UFAL (hsb_ufal) v2.2 (test)

87.58UPOS

4

Feb 26, 2026

Buryat BDT (bxr_bdt) v2.2 (test)

61.73UPOS Accuracy

4

Feb 26, 2026

Belarusian HSE be_hse v2.2 (test)

97.54UPOS Accuracy

4

Feb 26, 2026

Russian SynTagRus v2.2 (test)

99.12UPOS

4

Feb 26, 2026

French GSD v2.2 (test)

98.05UPOS

4

Feb 26, 2026

Spanish AnCora v2.2 (test)

98.91UPOS

4

Feb 26, 2026

English EWT v2.2 (test)

96.82UPOS Acc

4

Feb 26, 2026

Czech PDT cs_pdt v2.2 (test)

99.24UPOS

4

Feb 26, 2026

SpokeBench Overall v1 (test)

BiLingua Parser

76.2ID Accuracy

3

Feb 26, 2026

SpokeBench v1 (test)

BiLingua Parser

89.5ID

3

Feb 26, 2026

SpokeBench Complex v1 (test)

BiLingua Parser

69.2ID Accuracy

3

Feb 26, 2026

SpokeBench Discourse+ v1 (test)

BiLingua Parser

71.6ID Accuracy

3

Feb 26, 2026

SpokeBench Discourse v1 (test)

BiLingua Parser

79ID Accuracy

3

Feb 26, 2026

SpokeBench Ellipses+ v1 (test)

BiLingua Parser

91.1ID Score

3

Feb 26, 2026

SpokeBench Ellipses v1 (test)

BiLingua Parser

79ID Score

3

Feb 26, 2026

SpokeBench Contr. (ES) v1 (test)

80ID Score

3

Feb 26, 2026

SpokeBench Contr. (EN) v1 (test)

72.5ID Score

3

Feb 26, 2026

SpokeBench Repetition+ v1 (test)

BiLingua Parser

76.3ID Score

3

Feb 26, 2026

SpokeBench Repetition v1 (test)

BiLingua Parser

78ID Score

3

Feb 26, 2026

CoNLL 7 Small treebanks 2018 UD v2.2 (test)

87.64UPOS Accuracy

3

Feb 26, 2026

CoNLL Shared Task 5 PUD parallel treebanks 2018 UD v2.2 (test)

90.21UPOS Accuracy

3

Feb 26, 2026

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