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 76–100 of 1407 papers

Title	Date	Tasks	Status	Hype
A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsing	Jun 21, 2023	Dependency ParsingGraph Generation	—Unverified	0
Transferring Neural Potentials For High Order Dependency Parsing	Jun 18, 2023	ARCDependency Parsing	—Unverified	0
Pushing the Limits of ChatGPT on NLP Tasks	Jun 16, 2023	Dependency ParsingEvent Extraction	—Unverified	0
Weakly Supervised Visual Question Answer Generation	Jun 11, 2023	Answer GenerationDependency Parsing	—Unverified	0
Hexatagging: Projective Dependency Parsing as Tagging	Jun 8, 2023	Computational EfficiencyDependency Parsing	CodeCode Available	1
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic Evaluation	Jun 3, 2023	coreference-resolutionCoreference Resolution	CodeCode Available	0
Data-Efficient French Language Modeling with CamemBERTa	Jun 2, 2023	Dependency ParsingFLUE	—Unverified	0
Linear-Time Modeling of Linguistic Structure: An Order-Theoretic Perspective	May 24, 2023	coreference-resolutionCoreference Resolution	—Unverified	0
A Pilot Study on Dialogue-Level Dependency Parsing for Chinese	May 21, 2023	Dependency ParsingLanguage Modeling	—Unverified	0
CQE: A Comprehensive Quantity Extractor	May 15, 2023	Dependency Parsing	CodeCode Available	1
Structured Sentiment Analysis as Transition-based Dependency Parsing	May 9, 2023	Dependency ParsingSentence	—Unverified	0
Analyzing Vietnamese Legal Questions Using Deep Neural Networks with Biaffine Classifiers	Apr 27, 2023	Dependency ParsingPOS	CodeCode Available	0
BRENT: Bidirectional Retrieval Enhanced Norwegian Transformer	Apr 19, 2023	Dependency ParsingExtractive Question-Answering	CodeCode Available	0
DORIC : Domain Robust Fine-Tuning for Open Intent Clustering through Dependency Parsing	Mar 17, 2023	ClusteringDependency Parsing	—Unverified	0
Dual-Attention Model for Aspect-Level Sentiment Classification	Mar 14, 2023	AllClassification	—Unverified	0
Extracting Victim Counts from Text	Feb 23, 2023	Dependency ParsingHumanitarian	CodeCode Available	0
Focusing On Targets For Improving Weakly Supervised Visual Grounding	Feb 22, 2023	Dependency ParsingObject	—Unverified	0
Generic Dependency Modeling for Multi-Party Conversation	Feb 21, 2023	Dependency Parsing	CodeCode Available	0
SanskritShala: A Neural Sanskrit NLP Toolkit with Web-Based Interface for Pedagogical and Annotation Purposes	Feb 19, 2023	Dependency ParsingMorphological Tagging	CodeCode Available	1
Syntactic Structure Processing in the Brain while Listening	Feb 16, 2023	Activity PredictionDependency Parsing	—Unverified	0
Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure Parsing	Feb 5, 2023	Dependency Parsingnamed-entity-recognition	CodeCode Available	1
Zero-shot cross-lingual transfer language selection using linguistic similarity	Jan 31, 2023	Cross-Lingual TransferDependency Parsing	—Unverified	0
Weakly Supervised Headline Dependency Parsing	Jan 25, 2023	Dependency ParsingForm	—Unverified	0
MicroBERT: Effective Training of Low-resource Monolingual BERTs through Parameter Reduction and Multitask Learning	Dec 23, 2022	Dependency ParsingLanguage Modeling	CodeCode Available	1
Syntactic Substitutability as Unsupervised Dependency Syntax	Nov 29, 2022	Dependency ParsingLanguage Modeling	CodeCode Available	0

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