Dependency Parsing

Dependency parsing is the task of extracting a dependency parse of a sentence that represents its grammatical structure and defines the relationships between "head" words and words, which modify those heads.

Example:

     root
      |
      | +-------dobj---------+
      | |                    |
nsubj | |   +------det-----+ | +-----nmod------+
+--+  | |   |              | | |               |
|  |  | |   |      +-nmod-+| | |      +-case-+ |
+  |  + |   +      +      || + |      +      | |
I  prefer  the  morning   flight  through  Denver

Relations among the words are illustrated above the sentence with directed, labeled arcs from heads to dependents (+ indicates the dependent).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–325 of 1407 papers

Title	Date	Tasks	Status
CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language	May 25, 2025	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model	Aug 9, 2015	Dependency ParsingMachine Translation	—Unverified
Cross-language Projection of Dependency Trees with Constrained Partial Parsing for Tree-to-Tree Machine Translation	Aug 1, 2016	Dependency ParsingMachine Translation	—Unverified
A subtree-based factorization of dependency parsing	Dec 1, 2016	Dependency Parsing	—Unverified
Cross-lingual alignments of ELMo contextual embeddings	Jun 30, 2021	Dependency Parsingnamed-entity-recognition	—Unverified
Cross-lingual alignment transfer: a chicken-and-egg story?	Jun 1, 2016	Cross-Lingual TransferDependency Parsing	—Unverified
A Survey of Unsupervised Dependency Parsing	Oct 4, 2020	Dependency ParsingSurvey	—Unverified
Cross-lingual Constituency Parsing with Linguistic Typology Knowledge	Oct 16, 2021	Constituency ParsingCross-Lingual Transfer	—Unverified
Cross-lingual Universal Dependency Parsing Only from One Monolingual Treebank	Dec 24, 2020	Cross-Lingual TransferDependency Parsing	—Unverified
An Effective Neural Network Model for Graph-based Dependency Parsing	Jul 1, 2015	Dependency ParsingFeature Engineering	—Unverified
Cross-Lingual Dependency Parsing by POS-Guided Word Reordering	Nov 1, 2020	Dependency ParsingLanguage Modeling	—Unverified
Cross-Lingual Dependency Parsing for Closely Related Languages - Helsinki's Submission to VarDial 2017	Aug 18, 2017	Dependency ParsingTranslation	—Unverified
Cross-lingual dependency parsing for closely related languages - Helsinki's submission to VarDial 2017	Apr 1, 2017	Dependency ParsingMachine Translation	—Unverified
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets	Oct 1, 2014	Dependency ParsingMachine Translation	—Unverified
Assessing the Impact of Incremental Error Detection and Correction. A Case Study on the Italian Universal Dependency Treebank	Nov 1, 2018	Dependency Parsing	—Unverified
Cross-Lingual Dependency Parsing via Self-Training	Oct 1, 2020	Cross-Lingual POS TaggingCross-Lingual Transfer	—Unverified
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels	Aug 1, 2015	Dependency ParsingMachine Translation	—Unverified
A System for Experiments with Dependency Parsers	May 1, 2014	Dependency ParsingSentence	—Unverified
A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations	Aug 1, 2017	Dependency ParsingMultilingual Word Embeddings	—Unverified
An Empirical Exploration of Local Ordering Pre-training for Structured Prediction	Nov 1, 2020	Dependency ParsingLanguage Modeling	—Unverified
Cross-Lingual Domain Adaptation for Dependency Parsing	Oct 1, 2020	Dependency ParsingDomain Adaptation	—Unverified
Cross-Lingual Image Caption Generation	Aug 1, 2016	Caption GenerationDependency Parsing	—Unverified
Cross-lingual Inflection as a Data Augmentation Method for Parsing	May 19, 2022	Data AugmentationDependency Parsing	—Unverified
Cross-Lingual Parser Selection for Low-Resource Languages	May 1, 2017	Cross-Lingual TransferDependency Parsing	—Unverified
Cookpad Parsed Corpus: Linguistic Annotations of Japanese Recipes	Dec 1, 2020	Dependency ParsingMorphological Analysis	—Unverified

Show:10 25 50

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All datasets Penn Treebank Universal Dependencies GENIA - LAS GENIA - UAS Tweebank CoNLL-2009 French GSD ParTUT Sequoia Treebank Spoken Corpus Chinese Treebank DaNE

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Label Attention Layer + HPSG + XLNet	LAS	96.26	—	Unverified
2	DMPar + XLNet	LAS	95.92	—	Unverified
3	ACE	LAS	95.8	—	Unverified
4	Deep Biaffine + RoBERTa	LAS	95.75	—	Unverified
5	HPSG Parser (Joint) + XLNet	LAS	95.72	—	Unverified
6	MFVI	LAS	95.34	—	Unverified
7	CVT + Multi-Task	LAS	95.02	—	Unverified
8	RNG Transformer	LAS	95.01	—	Unverified
9	SpanRel	LAS	94.7	—	Unverified
10	CRFPar	LAS	94.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UDPipe 2.0 + mBERT + FLAIR	LAS	84.6	—	Unverified
2	UDify	LAS	80.43	—	Unverified
3	HIT-SCIR	LAS	75.84	—	Unverified
4	Stanford+	LAS	74.16	—	Unverified
5	TurkuNLP	LAS	73.28	—	Unverified
6	UDPipe 2.0	LAS	73.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiLSTM-CRF	F1	91.92	—	Unverified
2	SciBERT (SciVocab)	F1	91.41	—	Unverified
3	SciBERT (Base Vocab)	F1	91.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiLSTM-CRF	F1	92.84	—	Unverified
2	SciBERT (SciVocab)	F1	92.46	—	Unverified
3	SciBERT (Base Vocab)	F1	92.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SuPar-BERTweet	Labelled Attachment Score	83.4	—	Unverified
2	Ensemble (20)	Labelled Attachment Score	79.4	—	Unverified
3	spaCy-XLM-RoBERTa	Labelled Attachment Score	79.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRFPar	LAS	86.52	—	Unverified
2	Biaffine Parser	LAS	85.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	92.47	—	Unverified
2	UDify	LAS	91.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	92.9	—	Unverified
2	UDify	LAS	88.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	94.39	—	Unverified
2	UDify	LAS	90.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	81.37	—	Unverified
2	UDify	LAS	80.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MFVI	LAS	91.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	da_dacy_large_tft	LAS	88.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRFPar	LAS	72.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Stanza	Macro F1	81.13	—	Unverified