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 12511300 of 1407 papers

TitleStatusHype
Learning Joint Semantic Parsers from Disjoint DataCode0
Universal Dependency Parsing from ScratchCode0
Pareto Probing: Trading Off Accuracy for ComplexityCode0
Parse Imputation for Dependency AnnotationsCode0
Learning Representations Specialized in Spatial Knowledge: Leveraging Language and VisionCode0
Universal Dependency Parsing with a General Transition-Based DAG ParserCode0
An attentive neural architecture for joint segmentation and parsing and its application to real estate adsCode0
Using Language Models to Improve Rule-based Linguistic Annotation of Modern Historical Japanese CorporaCode0
Learning Word Meta-Embeddings by AutoencodingCode0
Parsing as Language ModelingCode0
Fine-Grained Emotion Classification of Chinese Microblogs Based on Graph Convolution NetworksCode0
Left-to-Right Dependency Parsing with Pointer NetworksCode0
Left-to-Right Dependency Parsing with Pointer NetworksCode0
Cross-Dialect Social Media Dependency Parsing for Social Scientific Entity Attribute AnalysisCode0
Top-down Tree Long Short-Term Memory NetworksCode0
Syntactic Substitutability as Unsupervised Dependency SyntaxCode0
An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency StructureCode0
Frame- and Entity-Based Knowledge for Common-Sense Argumentative ReasoningCode0
To token or not to token: A Comparative Study of Text Representations for Cross-Lingual TransferCode0
TwittIrish: A Universal Dependencies Treebank of Tweets in Modern IrishCode0
Syntax for Semantic Role Labeling, To Be, Or Not To BeCode0
Semi-supervised Domain Adaptation for Dependency ParsingCode0
DisSent: Sentence Representation Learning from Explicit Discourse RelationsCode0
Unsupervised Cross-Lingual Transfer of Structured Predictors without Source DataCode0
DisSent: Learning Sentence Representations from Explicit Discourse RelationsCode0
Linguistically-Informed Self-Attention for Semantic Role LabelingCode0
Towards an open-source universal-dependency treebank for ErzyaCode0
Synthetic Data Made to Order: The Case of ParsingCode0
Deep Multitask Learning for Semantic Dependency ParsingCode0
A Syntax-Injected Approach for Faster and More Accurate Sentiment AnalysisCode0
LINSPECTOR: Multilingual Probing Tasks for Word RepresentationsCode0
LINSPECTOR WEB: A Multilingual Probing Suite for Word RepresentationsCode0
Lin: Unsupervised Extraction of Tasks from Textual CommunicationCode0
Parsing Tweets into Universal DependenciesCode0
Parsing with Multilingual BERT, a Small Corpus, and a Small TreebankCode0
Systematic Inequalities in Language Technology Performance across the World's LanguagesCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
Backpropagating through Structured Argmax using a SPIGOTCode0
Systematic Inequalities in Language Technology Performance across the World’s LanguagesCode0
Generic Axiomatization of Families of Noncrossing Graphs in Dependency ParsingCode0
Generic Axiomatization of Families of Noncrossing Graphs in Dependency ParsingCode0
Generic Dependency Modeling for Multi-Party ConversationCode0
Genre as Weak Supervision for Cross-lingual Dependency ParsingCode0
GENTLE: A Genre-Diverse Multilayer Challenge Set for English NLP and Linguistic EvaluationCode0
Semi-Supervised Sequence Modeling with Cross-View TrainingCode0
Systematic Investigation of Strategies Tailored for Low-Resource Settings for Low-Resource Dependency ParsingCode0
Perturbed Masking: Parameter-free Probing for Analyzing and Interpreting BERTCode0
Court Judgement Labeling Using Topic Modeling and Syntactic ParsingCode0
Global Greedy Dependency ParsingCode0
Globally Normalized Transition-Based Neural NetworksCode0
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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