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 326–350 of 1407 papers

Title	Date	Tasks	Status
Maximum Spanning Trees Are Invariant to Temperature Scaling in Graph-based Dependency Parsing	Jun 15, 2021	Dependency ParsingSentence	—Unverified
Learning compositional structures for semantic graph parsing	Jun 8, 2021	Dependency Parsing	—Unverified
Language Embeddings for Typology and Cross-lingual Transfer Learning	Jun 3, 2021	Cross-Lingual Natural Language InferenceCross-Lingual Transfer	CodeCode Available
Expanding Universal Dependencies for Polysynthetic Languages: A Case of St. Lawrence Island Yupik	Jun 1, 2021	Dependency Parsing	—Unverified
Learning PyTorch Through A Neural Dependency Parsing Exercise	Jun 1, 2021	Dependency Parsing	—Unverified
Analyse en dépendances du français avec des plongements contextualisés (French dependency parsing with contextualized embeddings)	Jun 1, 2021	Dependency Parsing	—Unverified
Cisco at SemEval-2021 Task 5: What's Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online Comments	May 28, 2021	AttributeBinary Classification	CodeCode Available
Head-driven Phrase Structure Parsing in O(n^3) Time Complexity	May 20, 2021	Dependency Parsing	—Unverified
A Case Study on Pros and Cons of Regular Expression Detection and Dependency Parsing for Negation Extraction from German Medical Documents. Technical Report	May 20, 2021	Dependency ParsingNegation	—Unverified
Dependency Parsing with Bottom-up Hierarchical Pointer Networks	May 20, 2021	Dependency ParsingSentence	CodeCode Available
Investigation of Transfer Languages for Parsing Latin: Italic Branch vs. Hellenic Branch	May 1, 2021	Dependency ParsingTransfer Learning	—Unverified
Diversity-Aware Batch Active Learning for Dependency Parsing	Apr 28, 2021	Active LearningDependency Parsing	CodeCode Available
Open Intent Discovery through Unsupervised Semantic Clustering and Dependency Parsing	Apr 25, 2021	ClusteringDependency Parsing	CodeCode Available
Extracting Temporal Event Relation with Syntax-guided Graph Transformer	Apr 19, 2021	Dependency ParsingNatural Language Understanding	CodeCode Available
On the Sensitivity and Stability of Model Interpretations in NLP	Apr 18, 2021	Adversarial RobustnessDependency Parsing	CodeCode Available
Monotonicity Marking from Universal Dependency Trees	Apr 17, 2021	Dependency Parsing	CodeCode Available
"Wikily" Supervised Neural Translation Tailored to Cross-Lingual Tasks	Apr 16, 2021	Cross-Lingual TransferCross-Lingual Word Embeddings	CodeCode Available
Enhancing Word-Level Semantic Representation via Dependency Structure for Expressive Text-to-Speech Synthesis	Apr 14, 2021	Dependency ParsingRepresentation Learning	—Unverified
Meta-Learning for Fast Cross-Lingual Adaptation in Dependency Parsing	Apr 10, 2021	Dependency ParsingFew-Shot Learning	CodeCode Available
Multiple Tasks Integration: Tagging, Syntactic and Semantic Parsing as a Single Task	Apr 1, 2021	Dependency ParsingPart-Of-Speech Tagging	—Unverified
Project-then-Transfer: Effective Two-stage Cross-lingual Transfer for Semantic Dependency Parsing	Apr 1, 2021	Cross-Lingual TransferDependency Parsing	—Unverified
Dependency Parsing Evaluation for Low-resource Spontaneous Speech	Apr 1, 2021	Dependency Parsing	CodeCode Available
End-to-End Argument Mining as Biaffine Dependency Parsing	Apr 1, 2021	Argument MiningDependency Parsing	—Unverified
Dependency parsing with structure preserving embeddings	Apr 1, 2021	Dependency ParsingSentence	—Unverified
Bertinho: Galician BERT Representations	Mar 25, 2021	Dependency ParsingGPU	—Unverified

Show:10 25 50

← PrevPage 14 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