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 1276–1300 of 1407 papers

Title	Date	Tasks	Status
Linguistically-Informed Self-Attention for Semantic Role Labeling	Apr 23, 2018	Dependency ParsingMulti-Task Learning	CodeCode Available
Towards an open-source universal-dependency treebank for Erzya	Jan 1, 2018	Dependency Parsing	CodeCode Available
Synthetic Data Made to Order: The Case of Parsing	Oct 1, 2018	Cross-Lingual TransferDependency Parsing	CodeCode Available
Deep Multitask Learning for Semantic Dependency Parsing	Apr 22, 2017	ARCDependency Parsing	CodeCode Available
A Syntax-Injected Approach for Faster and More Accurate Sentiment Analysis	Jun 21, 2024	Dependency ParsingSentiment Analysis	CodeCode Available
LINSPECTOR: Multilingual Probing Tasks for Word Representations	Mar 22, 2019	Dependency Parsingnamed-entity-recognition	CodeCode Available
LINSPECTOR WEB: A Multilingual Probing Suite for Word Representations	Jul 26, 2019	Dependency Parsingnamed-entity-recognition	CodeCode Available
Lin: Unsupervised Extraction of Tasks from Textual Communication	Dec 1, 2020	Dependency Parsing	CodeCode Available
Parsing Tweets into Universal Dependencies	Apr 23, 2018	Computational EfficiencyDependency Parsing	CodeCode Available
Parsing with Multilingual BERT, a Small Corpus, and a Small Treebank	Sep 29, 2020	Dependency Parsing	CodeCode Available
Systematic Inequalities in Language Technology Performance across the World's Languages	Oct 13, 2021	Dependency ParsingMachine Translation	CodeCode Available
Generalizing Natural Language Analysis through Span-relation Representations	Nov 10, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
Backpropagating through Structured Argmax using a SPIGOT	May 12, 2018	Dependency ParsingReinforcement Learning	CodeCode Available
Systematic Inequalities in Language Technology Performance across the World’s Languages	May 1, 2022	Dependency ParsingMachine Translation	CodeCode Available
Generic Axiomatization of Families of Noncrossing Graphs in Dependency Parsing	Jul 1, 2017	Dependency ParsingSemantic Parsing	CodeCode Available
Generic Axiomatization of Families of Noncrossing Graphs in Dependency Parsing	Jun 11, 2017	Dependency ParsingSemantic Parsing	CodeCode Available
Generic Dependency Modeling for Multi-Party Conversation	Feb 21, 2023	Dependency Parsing	CodeCode Available
Genre as Weak Supervision for Cross-lingual Dependency Parsing	Sep 10, 2021	Dependency ParsingSentence	CodeCode Available
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluation	Jun 3, 2023	coreference-resolutionCoreference Resolution	CodeCode Available
Semi-Supervised Sequence Modeling with Cross-View Training	Sep 22, 2018	CCG SupertaggingDependency Parsing	CodeCode Available
Systematic Investigation of Strategies Tailored for Low-Resource Settings for Low-Resource Dependency Parsing	Jan 27, 2022	Data AugmentationDependency Parsing	CodeCode Available
Perturbed Masking: Parameter-free Probing for Analyzing and Interpreting BERT	Apr 30, 2020	Dependency ParsingLanguage Modeling	CodeCode Available
Court Judgement Labeling Using Topic Modeling and Syntactic Parsing	Aug 3, 2022	Constituency ParsingDependency Parsing	CodeCode Available
Global Greedy Dependency Parsing	Nov 20, 2019	ARCDependency Parsing	CodeCode Available
Globally Normalized Transition-Based Neural Networks	Mar 19, 2016	Dependency ParsingPart-Of-Speech Tagging	CodeCode Available

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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