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 26–50 of 1407 papers

Title	Date	Tasks	Status	Hype
A Fusion Approach of Dependency Syntax and Sentiment Polarity for Feature Label Extraction in Commodity Reviews	Dec 20, 2024	Dependency Parsing	—Unverified	0
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution	Dec 16, 2024	DecoderDependency Parsing	—Unverified	0
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing	Dec 16, 2024	Dependency ParsingDiversity	CodeCode Available	0
Evaluating Pixel Language Models on Non-Standardized Languages	Dec 12, 2024	Dependency ParsingIntent Detection	—Unverified	0
GR-NLP-TOOLKIT: An Open-Source NLP Toolkit for Modern Greek	Dec 11, 2024	Dependency ParsingMorphological Tagging	CodeCode Available	2
An Attempt to Develop a Neural Parser based on Simplified Head-Driven Phrase Structure Grammar on Vietnamese	Nov 26, 2024	ARCConstituency Parsing	—Unverified	0
Dependency Graph Parsing as Sequence Labeling	Oct 23, 2024	Dependency Parsing	CodeCode Available	0
Tracing the Development of the Virtual Particle Concept Using Semantic Change Detection	Oct 22, 2024	Change DetectionDependency Parsing	CodeCode Available	0
Integrating Supertag Features into Neural Discontinuous Constituent Parsing	Oct 11, 2024	ChunkingDependency Parsing	CodeCode Available	0
CSSL: Contrastive Self-Supervised Learning for Dependency Parsing on Relatively Free Word Ordered and Morphologically Rich Low Resource Languages	Oct 9, 2024	Data AugmentationDependency Parsing	—Unverified	0
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP Tasks	Sep 20, 2024	AllDependency Parsing	CodeCode Available	1
Triplètoile: Extraction of Knowledge from Microblogging Text	Aug 27, 2024	Dependency ParsingKnowledge Graphs	—Unverified	0
Revisiting the Phenomenon of Syntactic Complexity Convergence on German Dialogue Data	Aug 22, 2024	Dependency Parsing	—Unverified	0
Textless Dependency Parsing by Labeled Sequence Prediction	Jul 14, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
Revisiting Structured Sentiment Analysis as Latent Dependency Graph Parsing	Jul 5, 2024	Dependency Parsingglobal-optimization	—Unverified	0
A Syntax-Injected Approach for Faster and More Accurate Sentiment Analysis	Jun 21, 2024	Dependency ParsingSentiment Analysis	CodeCode Available	0
Growing Trees on Sounds: Assessing Strategies for End-to-End Dependency Parsing of Speech	Jun 18, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
Open-Source Web Service with Morphological Dictionary-Supplemented Deep Learning for Morphosyntactic Analysis of Czech	Jun 18, 2024	Deep LearningDependency Parsing	CodeCode Available	3
Learning Language Structures through Grounding	Jun 14, 2024	Automatic Speech RecognitionDependency Parsing	—Unverified	0
Urdu Dependency Parsing and Treebank Development: A Syntactic and Morphological Perspective	Jun 13, 2024	ArticlesDependency Parsing	—Unverified	0
A Generative Marker Enhanced End-to-End Framework for Argument Mining	Jun 12, 2024	Argument MiningDependency Parsing	—Unverified	0
Character-Level Chinese Dependency Parsing via Modeling Latent Intra-Word Structure	Jun 6, 2024	Chinese Dependency ParsingDependency Parsing	CodeCode Available	0
Thai Universal Dependency Treebank	May 13, 2024	Dependency Parsing	—Unverified	0
LyS at SemEval-2024 Task 3: An Early Prototype for End-to-End Multimodal Emotion Linking as Graph-Based Parsing	May 10, 2024	DecoderDependency Parsing	CodeCode Available	0
Modeling Orthographic Variation in Occitan's Dialects	Apr 30, 2024	Dependency ParsingPart-Of-Speech Tagging	—Unverified	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