SOTAVerified

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

Showing 451500 of 1407 papers

TitleStatusHype
Global Greedy Dependency ParsingCode0
Deep Contextualized Self-training for Low Resource Dependency ParsingCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
Rethinking Self-Attention: Towards Interpretability in Neural ParsingCode0
CamemBERT: a Tasty French Language ModelCode0
Error Analysis for Vietnamese Dependency Parsing0
Vietnamese transition-based dependency parsing with supertag features0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Semi-Supervised Semantic Role Labeling with Cross-View Training0
JBNU at MRP 2019: Multi-level Biaffine Attention for Semantic Dependency Parsing0
An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media0
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited0
\'UFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared TaskCode0
CRAFT Shared Tasks 2019 Overview --- Integrated Structure, Semantics, and Coreference0
Neural Dependency Parsing of Biomedical Text: TurkuNLP entry in the CRAFT Structural Annotation Task0
Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction0
LSTM Easy-first Dependency Parsing with Pre-trained Word Embeddings and Character-level Word Embeddings in Vietnamese0
ÚFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared TaskCode0
A Search-based Neural Model for Biomedical Nested and Overlapping Event Detection0
Cross-lingual Parsing with Polyglot Training and Multi-treebank Learning: A Faroese Case StudyCode0
Zero-shot Dependency Parsing with Pre-trained Multilingual Sentence Representations0
Working Hard or Hardly Working: Challenges of Integrating Typology into Neural Dependency ParsersCode0
Cross-lingual Dependency Parsing with Unlabeled Auxiliary LanguagesCode0
Low-Resource Parsing with Crosslingual Contextualized Representations0
Subword ELMo0
Cross-Lingual BERT Transformation for Zero-Shot Dependency ParsingCode0
Czech Text Processing with Contextual Embeddings: POS Tagging, Lemmatization, Parsing and NER0
Dependency Parsing for Spoken Dialog Systems0
A systematic comparison of methods for low-resource dependency parsing on genuinely low-resource languages0
Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank0
Target Language-Aware Constrained Inference for Cross-lingual Dependency ParsingCode0
Improving Semantic Dependency Parsing with Syntactic Features0
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing -- A Tale of Two Parsers Revisited0
Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing0
Concurrent Parsing of Constituency and Dependency0
Artificially Evolved Chunks for Morphosyntactic Analysis0
Neural Network based Deep Transfer Learning for Cross-domain Dependency Parsing0
Recursive LSTM Tree Representation for Arc-Standard Transition-Based Dependency Parsing0
Dependency Parsing as Sequence Labeling with Head-Based Encoding and Multi-Task Learning0
Evaluation of automatic collocation extraction methods for language learningCode0
Cross-lingual Transfer Learning and Multitask Learning for Capturing Multiword Expressions0
Association Metrics in Neural Transition-Based Dependency Parsing0
Identifying Grammar Rules for Language Education with Dependency Parsing in German0
LINSPECTOR WEB: A Multilingual Probing Suite for Word RepresentationsCode0
What Should/Do/Can LSTMs Learn When Parsing Auxiliary Verb Constructions?Code0
Bidirectional Transition-Based Dependency ParsingCode0
Neural Aspect and Opinion Term Extraction with Mined Rules as Weak SupervisionCode0
Head-Driven Phrase Structure Grammar Parsing on Penn TreebankCode0
Sequence Labeling Parsing by Learning Across RepresentationsCode0
Reinforced Training Data Selection for Domain Adaptation0
Show:102550
← PrevPage 10 of 29Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26Unverified
2DMPar + XLNetLAS95.92Unverified
3ACELAS95.8Unverified
4Deep Biaffine + RoBERTaLAS95.75Unverified
5HPSG Parser (Joint) + XLNetLAS95.72Unverified
6MFVILAS95.34Unverified
7CVT + Multi-TaskLAS95.02Unverified
8RNG TransformerLAS95.01Unverified
9SpanRelLAS94.7Unverified
10CRFParLAS94.49Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6Unverified
2UDifyLAS80.43Unverified
3HIT-SCIRLAS75.84Unverified
4Stanford+LAS74.16Unverified
5TurkuNLPLAS73.28Unverified
6UDPipe 2.0LAS73.11Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92Unverified
2SciBERT (SciVocab)F191.41Unverified
3SciBERT (Base Vocab)F191.26Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84Unverified
2SciBERT (SciVocab)F192.46Unverified
3SciBERT (Base Vocab)F192.32Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4Unverified
2Ensemble (20)Labelled Attachment Score79.4Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52Unverified
2Biaffine ParserLAS85.38Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47Unverified
2UDifyLAS91.45Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9Unverified
2UDifyLAS88.06Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39Unverified
2UDifyLAS90.05Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37Unverified
2UDifyLAS80.01Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13Unverified