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 501–525 of 1407 papers

Title	Date	Tasks	Status
Er ... well, it matters, right? On the role of data representations in spoken language dependency parsing	Nov 1, 2018	Dependency ParsingLanguage Modelling	—Unverified
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples	Jul 1, 2020	Dependency ParsingQuestion Answering	—Unverified
An Analysis of Memory-based Processing Costs using Incremental Deep Syntactic Dependency Parsing	Aug 1, 2013	Dependency Parsing	—Unverified
Evaluating Embeddings using Syntax-based Classification Tasks as a Proxy for Parser Performance	Aug 1, 2016	Dependency ParsingGeneral Classification	—Unverified
Context Based Statistical Morphological Analyzer and its Effect on Hindi Dependency Parsing	Oct 1, 2013	Dependency ParsingMachine Translation	—Unverified
Evaluating Pixel Language Models on Non-Standardized Languages	Dec 12, 2024	Dependency ParsingIntent Detection	—Unverified
Evaluating Universal Dependency Parser Recovery of Predicate Argument Structure via CompChain Analysis	Aug 1, 2021	Dependency Parsing	—Unverified
Evaluating zero-shot transfers and multilingual models for dependency parsing and POS tagging within the low-resource language family Tupían	May 1, 2022	Dependency ParsingPOS	—Unverified
CMILLS: Adapting Semantic Role Labeling Features to Dependency Parsing	Jun 1, 2015	Dependency ParsingSemantic Role Labeling	—Unverified
Evaluation of automatic collocation extraction methods for language learning	May 25, 2018	Dependency ParsingPOS	—Unverified
Content Models for Survey Generation: A Factoid-Based Evaluation	Jul 1, 2015	Dependency ParsingInformation Retrieval	—Unverified
A Separately Passive-Aggressive Training Algorithm for Joint POS Tagging and Dependency Parsing	Dec 1, 2012	Dependency ParsingInformation Retrieval	—Unverified
Construction of Semantic Collocation Bank Based on Semantic Dependency Parsing	Oct 1, 2015	Dependency ParsingInformation Retrieval	—Unverified
A Semi Supervised Dialog Act Tagging for Telugu	Dec 1, 2015	Dependency ParsingIntent Detection	—Unverified
A Dynamic Confusion Score for Dependency Arc Labels	Oct 1, 2013	ARCDependency Parsing	—Unverified
Adaptation of Deep Bidirectional Transformers for Afrikaans Language	May 1, 2020	Dependency ParsingLanguage Modeling	—Unverified
Active Learning for Dependency Parsing with Partial Annotation	Aug 1, 2016	Active LearningDependency Parsing	—Unverified
Construction of an English Dependency Corpus incorporating Compound Function Words	May 1, 2016	Constituency ParsingDependency Parsing	—Unverified
Constructing Large Proposition Databases	May 1, 2012	Dependency ParsingMachine Translation	—Unverified
A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsing	Jun 21, 2023	Dependency ParsingGraph Generation	—Unverified
Constituency Parsing of Bulgarian: Word- vs Class-based Parsing	May 1, 2014	ClusteringConstituency Parsing	—Unverified
CoNLL-UL: Universal Morphological Lattices for Universal Dependency Parsing	May 1, 2018	Dependency ParsingMorphological Analysis	—Unverified
A Semantic Role-based Approach to Open-Domain Automatic Question Generation	Jun 1, 2018	Dependency ParsingQuestion Generation	—Unverified
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter	Jan 24, 2025	Cross-Lingual TransferDependency Parsing	—Unverified
CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies	Oct 1, 2018	Dependency ParsingMorphological Analysis	—Unverified

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