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 1026–1050 of 1407 papers

Title	Date	Tasks	Status
Using CCG categories to improve Hindi dependency parsing	Aug 1, 2013	Dependency Parsing	—Unverified
Using Deep Linguistic Features for Finding Deceptive Opinion Spam	Dec 1, 2012	Dependency Parsing	—Unverified
Using dependency parsing for few-shot learning in distributional semantics	May 12, 2022	Dependency ParsingFew-Shot Learning	—Unverified
Using reading behavior to predict grammatical functions	Sep 1, 2015	Dependency ParsingWord Embeddings	—Unverified
Using Supertags and Encoded Annotation Principles for Improved Dependency to Phrase Structure Conversion	Jun 1, 2012	Dependency Parsing	—Unverified
Using Syntactic Head Information in Hierarchical Phrase-Based Translation	Jun 1, 2012	Dependency ParsingMachine Translation	—Unverified
Using unlabeled dependency parsing for pre-reordering for Chinese-to-Japanese statistical machine translation	Aug 1, 2013	Dependency ParsingMachine Translation	—Unverified
USzeged: Identifying Verbal Multiword Expressions with POS Tagging and Parsing Techniques	Apr 1, 2017	Dependency ParsingPOS	—Unverified
Utilizing Dependency Language Models for Graph-based Dependency Parsing Models	Jul 1, 2012	Dependency ParsingLanguage Modelling	—Unverified
UZH in BioNLP 2013	Aug 1, 2013	ChunkingDependency Parsing	—Unverified
Validation Issues induced by an Automatic Pre-Annotation Mechanism in the Building of Non-projective Dependency Treebanks	May 1, 2014	Dependency ParsingForm	—Unverified
Variational Inference for Structured NLP Models	Aug 1, 2013	Dependency ParsingVariational Inference	—Unverified
Vietnamese Open Information Extraction	Jan 23, 2018	Dependency ParsingOpen Information Extraction	—Unverified
Vietnamese transition-based dependency parsing with supertag features	Nov 9, 2019	Dependency ParsingTransition-Based Dependency Parsing	—Unverified
Vine Pruning for Efficient Multi-Pass Dependency Parsing	Jun 1, 2012	Constituency ParsingDependency Parsing	—Unverified
VLSP 2020 Shared Task: Universal Dependency Parsing for Vietnamese	Dec 1, 2020	Dependency Parsing	—Unverified
Weakly Supervised Headline Dependency Parsing	Jan 25, 2023	Dependency ParsingForm	—Unverified
Weakly-Supervised Learning with Cost-Augmented Contrastive Estimation	Oct 1, 2014	Dependency ParsingWeakly-supervised Learning	—Unverified
Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning	Jan 28, 2021	Dependency ParsingLanguage Modeling	—Unverified
Weakly Supervised Visual Question Answer Generation	Jun 11, 2023	Answer GenerationDependency Parsing	—Unverified
WebAnno: A Flexible, Web-based and Visually Supported System for Distributed Annotations	Aug 1, 2013	Dependency Parsing	—Unverified
Web-scale Surface and Syntactic n-gram Features for Dependency Parsing	Feb 25, 2015	Dependency Parsing	—Unverified
What are the attackers doing now? Automating cyber threat intelligence extraction from text on pace with the changing threat landscape: A survey	Sep 14, 2021	ArticlesDecision Making	—Unverified
What can we learn from Semantic Tagging?	Aug 29, 2018	Dependency ParsingMulti-Task Learning	—Unverified
What do character-level models learn about morphology? The case of dependency parsing	Aug 28, 2018	Dependency ParsingMorphological Analysis	—Unverified

Show:10 25 50

← PrevPage 42 of 57Next →

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