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 126–150 of 1407 papers

Title	Date	Tasks	Status	Hype
SHARP: Search-Based Adversarial Attack for Structured Prediction	Jul 1, 2022	Adversarial AttackDependency Parsing	—Unverified	0
Improving Code-Switching Dependency Parsing with Semi-Supervised Auxiliary Tasks	Jul 1, 2022	Dependency ParsingXLM-R	CodeCode Available	0
Dependency Parsing with Backtracking using Deep Reinforcement Learning	Jun 28, 2022	Deep Reinforcement LearningDependency Parsing	—Unverified	0
Center-Embedding and Constituency in the Brain and a New Characterization of Context-Free Languages	Jun 27, 2022	Dependency ParsingSentence	CodeCode Available	1
Building an Endangered Language Resource in the Classroom: Universal Dependencies for Kakataibo	Jun 21, 2022	Dependency ParsingPart-Of-Speech Tagging	CodeCode Available	0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese	Jun 14, 2022	ChunkingDependency Parsing	—Unverified	0
Unsupervised Sentence Simplification via Dependency Parsing	Jun 10, 2022	Dependency ParsingSentence	CodeCode Available	0
Diachronic Parsing of Pre-Standard Irish	Jun 1, 2022	Dependency ParsingLemmatization	—Unverified	0
Multilingual Comparative Analysis of Deep-Learning Dependency Parsing Results Using Parallel Corpora	Jun 1, 2022	Dependency ParsingLanguage Modeling	—Unverified	0
Extending the SSJ Universal Dependencies Treebank for Slovenian: Was It Worth It?	Jun 1, 2022	Dependency Parsing	—Unverified	0
A Corpus for Suggestion Mining of German Peer Feedback	Jun 1, 2022	Dependency ParsingSentiment Analysis	—Unverified	0
Pre-training and Evaluating Transformer-based Language Models for Icelandic	Jun 1, 2022	Dependency Parsingnamed-entity-recognition	—Unverified	0
Accurate Dependency Parsing and Tagging of Latin	Jun 1, 2022	Dependency ParsingWord Embeddings	—Unverified	0
SpecNFS: A Challenge Dataset Towards Extracting Formal Models from Natural Language Specifications	Jun 1, 2022	Dependency ParsingDomain Adaptation	CodeCode Available	0
Frustratingly Easy Performance Improvements for Low-resource Setups: A Tale on BERT and Segment Embeddings	Jun 1, 2022	Dependency ParsingPosition	—Unverified	0
BERTrade: Using Contextual Embeddings to Parse Old French	Jun 1, 2022	Dependency ParsingPOS	—Unverified	0
Ré-ordonnancement via programmation dynamique pour l’adaptation cross-lingue d’un analyseur en dépendances (Sentence reordering via dynamic programming for cross-lingual dependency parsing )	Jun 1, 2022	Dependency ParsingSentence	—Unverified	0
Tâches auxiliaires pour l’analyse biaffine en graphes de dépendances (Auxiliary tasks to boost Biaffine Semantic Dependency Parsing)	Jun 1, 2022	Dependency ParsingSemantic Dependency Parsing	—Unverified	0
Semantic Parsing of Interpage Relations	May 26, 2022	ClassificationDependency Parsing	—Unverified	0
Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for Maltese	May 21, 2022	Cross-Lingual TransferDependency Parsing	CodeCode Available	1
Cross-lingual Inflection as a Data Augmentation Method for Parsing	May 19, 2022	Data AugmentationDependency Parsing	—Unverified	0
Using dependency parsing for few-shot learning in distributional semantics	May 12, 2022	Dependency ParsingFew-Shot Learning	—Unverified	0
Improve Discourse Dependency Parsing with Contextualized Representations	May 4, 2022	ArticlesDependency Parsing	—Unverified	0
Systematic Inequalities in Language Technology Performance across the World’s Languages	May 1, 2022	Dependency ParsingMachine Translation	CodeCode Available	0
Unsupervised Dependency Graph Network	May 1, 2022	Dependency ParsingLanguage Modeling	CodeCode Available	1

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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