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 176–200 of 1407 papers

Title	Date	Tasks	Status
A Neural Network Model for Low-Resource Universal Dependency Parsing	Sep 1, 2015	Dependency ParsingDomain Adaptation	—Unverified
A Transition-Based System for Joint Part-of-Speech Tagging and Labeled Non-Projective Dependency Parsing	Jul 1, 2012	Dependency ParsingPart-Of-Speech Tagging	—Unverified
A Universal Dependencies Treebank for Marathi	Jan 1, 2017	Dependency ParsingTransliteration	—Unverified
A Universal Framework for Inductive Transfer Parsing across Multi-typed Treebanks	Dec 1, 2016	Dependency ParsingInformation Retrieval	—Unverified
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews	May 1, 2014	Dependency ParsingGeneral Classification	—Unverified
A Transition-Based System for Joint Lexical and Syntactic Analysis	Aug 1, 2016	Dependency Parsing	—Unverified
Automatic Adaptation of Annotations	Mar 1, 2015	Chinese Word SegmentationDependency Parsing	—Unverified
An Empirical Study on the Effect of Morphological and Lexical Features in Persian Dependency Parsing	Oct 1, 2013	Dependency Parsing	—Unverified
Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation	Nov 1, 2016	Dependency ParsingGeneral Classification	—Unverified
Automatic Difficulty Assessment for Chinese Texts	Nov 1, 2017	Dependency ParsingLanguage Acquisition	—Unverified
Automatic Feature Selection for Agenda-Based Dependency Parsing	Aug 1, 2014	Dependency Parsingfeature selection	—Unverified
An Improved Non-monotonic Transition System for Dependency Parsing	Sep 1, 2015	Dependency ParsingStructured Prediction	—Unverified
A Graph-based Lattice Dependency Parser for Joint Morphological Segmentation and Syntactic Analysis	Jan 1, 2015	Dependency ParsingMorphological Analysis	—Unverified
半监督跨领域语义依存分析技术研究(Semi-supervised Domain Adaptation for Semantic Dependency Parsing)	Oct 1, 2020	Dependency ParsingDomain Adaptation	—Unverified
Bayesian Learning for Neural Dependency Parsing	Jun 1, 2019	Dependency Parsingparameter estimation	—Unverified
A Fusion Approach of Dependency Syntax and Sentiment Polarity for Feature Label Extraction in Commodity Reviews	Dec 20, 2024	Dependency Parsing	—Unverified
Because Syntax Does Matter: Improving Predicate-Argument Structures Parsing with Syntactic Features	May 1, 2015	Dependency ParsingSemantic Dependency Parsing	—Unverified
Benben: A Chinese Intelligent Conversational Robot	Jul 1, 2017	Chinese Word SegmentationDependency Parsing	—Unverified
Benchmarking Joint Lexical and Syntactic Analysis on Multiword-Rich Data	Apr 1, 2017	BenchmarkingDependency Parsing	—Unverified
Benchmarking zero-shot and few-shot approaches for tokenization, tagging, and dependency parsing of Tagalog text	Aug 3, 2022	BenchmarkingData Augmentation	—Unverified
BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil	May 1, 2022	Dependency Parsing	—Unverified
Bertinho: Galician BERT Representations	Mar 25, 2021	Dependency ParsingGPU	—Unverified
BERTrade: Using Contextual Embeddings to Parse Old French	Jun 1, 2022	Dependency ParsingPOS	—Unverified
Bilingual Word Embeddings from Parallel and Non-parallel Corpora for Cross-Language Text Classification	Jun 1, 2016	Dependency ParsingGeneral Classification	—Unverified
A Transition-Based Dependency Parser Using a Dynamic Parsing Strategy	Aug 1, 2013	Dependency ParsingTransition-Based Dependency Parsing	—Unverified

Show:10 25 50

← PrevPage 8 of 57Next →

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