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

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Showing 1–25 of 1407 papers

Title	Date	Tasks	Status
Step-by-step Instructions and a Simple Tabular Output Format Improve the Dependency Parsing Accuracy of LLMs	Jun 11, 2025	Dependency ParsingHallucination	CodeCode Available
UD-KSL Treebank v1.3: A semi-automated framework for aligning XPOS-extracted units with UPOS tags	Jun 10, 2025	Dependency Parsing	—Unverified
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing	May 30, 2025	Dependency Parsinggraph construction	—Unverified
Dependency Parsing is More Parameter-Efficient with Normalization	May 26, 2025	Dependency ParsingSentence	—Unverified
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)	May 25, 2025	Dependency ParsingLanguage Modeling	—Unverified
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
Semantic-based Unsupervised Framing Analysis (SUFA): A Novel Approach for Computational Framing Analysis	May 21, 2025	Dependency Parsing	—Unverified
Hierarchical Bracketing Encodings for Dependency Parsing as Tagging	May 16, 2025	Dependency Parsing	CodeCode Available
Computational Identification of Regulatory Statements in EU Legislation	May 1, 2025	Dependency Parsing	—Unverified
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis	Apr 15, 2025	Aspect-Based Sentiment AnalysisDependency Parsing	—Unverified
Foundations and Evaluations in NLP	Apr 2, 2025	Boundary DetectionDependency Parsing	—Unverified
Enhancing Korean Dependency Parsing with Morphosyntactic Features	Mar 26, 2025	DecoderDependency Parsing	—Unverified
A Systematic Comparison of Syntactic Representations of Dependency Parsing	Mar 10, 2025	Dependency Parsing	—Unverified
An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency Structure	Mar 5, 2025	Aspect-Based Sentiment AnalysisAspect Extraction	CodeCode Available
Dependency Parsing with the Structuralized Prompt Template	Feb 24, 2025	Dependency ParsingSentence	—Unverified
Implicit Word Reordering with Knowledge Distillation for Cross-Lingual Dependency Parsing	Feb 24, 2025	Cross-Lingual TransferDependency Parsing	—Unverified
Non-Euclidean Hierarchical Representational Learning using Hyperbolic Graph Neural Networks for Environmental Claim Detection	Feb 19, 2025	Claim VerificationDependency Parsing	—Unverified
Language Complexity Measurement as a Noisy Zero-Shot Proxy for Evaluating LLM Performance	Feb 17, 2025	BenchmarkingDependency Parsing	—Unverified
Multi-View Attention Syntactic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis	Jan 27, 2025	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter	Jan 24, 2025	Cross-Lingual TransferDependency Parsing	—Unverified
Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement	Jan 16, 2025	ARCDependency Parsing	—Unverified
Building Foundations for Natural Language Processing of Historical Turkish: Resources and Models	Jan 8, 2025	Dependency ParsingDomain Adaptation	—Unverified
Attending To Syntactic Information In Biomedical Event Extraction Via Graph Neural Networks	Jan 2, 2025	Dependency ParsingEvent Extraction	—Unverified
SmartSpatial: Enhancing the 3D Spatial Arrangement Capabilities of Stable Diffusion Models and Introducing a Novel 3D Spatial Evaluation Framework	Jan 1, 2025	Dependency ParsingImage Generation	—Unverified
Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation Benchmark	Dec 24, 2024	Code GenerationDependency Parsing	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