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
K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters	Feb 5, 2020	Dependency ParsingEntity Typing	CodeCode Available	1
Structure-Invariant Testing for Machine Translation	Jul 19, 2019	Dependency ParsingMachine Translation	CodeCode Available	1
Second-Order Semantic Dependency Parsing with End-to-End Neural Networks	Jun 19, 2019	Dependency ParsingSemantic Dependency Parsing	CodeCode Available	1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT	Apr 19, 2019	Cross-Lingual NERCross-Lingual Transfer	CodeCode Available	1
75 Languages, 1 Model: Parsing Universal Dependencies Universally	Apr 3, 2019	Dependency Parsingmodel	CodeCode Available	1
SciBERT: A Pretrained Language Model for Scientific Text	Mar 26, 2019	Citation Intent ClassificationDependency Parsing	CodeCode Available	1
Viable Dependency Parsing as Sequence Labeling	Feb 27, 2019	Dependency Parsing	CodeCode Available	1
From POS tagging to dependency parsing for biomedical event extraction	Aug 11, 2018	Dependency ParsingEvent Extraction	CodeCode Available	1
Stack-Pointer Networks for Dependency Parsing	May 3, 2018	Dependency ParsingSentence	CodeCode Available	1
Scene Graph Parsing as Dependency Parsing	Mar 25, 2018	Dependency ParsingImage Retrieval	CodeCode Available	1
Deep Biaffine Attention for Neural Dependency Parsing	Nov 6, 2016	Dependency Parsing	CodeCode Available	1
A Deep Architecture for Non-Projective Dependency Parsing	Jun 1, 2015	Dependency Parsing	CodeCode Available	1
Transition-Based Dependency Parsing with Stack Long Short-Term Memory	May 29, 2015	Dependency ParsingTransition-Based Dependency Parsing	CodeCode Available	1
The CoNLL-2014 Shared Task on Grammatical Error Correction	Jun 1, 2014	Coreference ResolutionDependency Parsing	CodeCode Available	1
Step-by-step Instructions and a Simple Tabular Output Format Improve the Dependency Parsing Accuracy of LLMs	Jun 11, 2025	Dependency ParsingHallucination	CodeCode Available	0
UD-KSL Treebank v1.3: A semi-automated framework for aligning XPOS-extracted units with UPOS tags	Jun 10, 2025	Dependency Parsing	—Unverified	0
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing	May 30, 2025	Dependency Parsinggraph construction	—Unverified	0
Dependency Parsing is More Parameter-Efficient with Normalization	May 26, 2025	Dependency ParsingSentence	—Unverified	0
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	0
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)	May 25, 2025	Dependency ParsingLanguage Modeling	—Unverified	0
Semantic-based Unsupervised Framing Analysis (SUFA): A Novel Approach for Computational Framing Analysis	May 21, 2025	Dependency Parsing	—Unverified	0
Hierarchical Bracketing Encodings for Dependency Parsing as Tagging	May 16, 2025	Dependency Parsing	CodeCode Available	0
Computational Identification of Regulatory Statements in EU Legislation	May 1, 2025	Dependency Parsing	—Unverified	0
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis	Apr 15, 2025	Aspect-Based Sentiment AnalysisDependency Parsing	—Unverified	0
Foundations and Evaluations in NLP	Apr 2, 2025	Boundary DetectionDependency Parsing	—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