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 13011350 of 1407 papers

TitleStatusHype
Global Transition-based Non-projective Dependency ParsingCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
Construction of Large-scale English Verbal Multiword Expression Annotated CorpusCode0
sense2vec - A Fast and Accurate Method for Word Sense Disambiguation In Neural Word EmbeddingsCode0
LyS at SemEval-2024 Task 3: An Early Prototype for End-to-End Multimodal Emotion Linking as Graph-Based ParsingCode0
Towards Better UD Parsing: Deep Contextualized Word Embeddings, Ensemble, and Treebank ConcatenationCode0
VnCoreNLP: A Vietnamese Natural Language Processing ToolkitCode0
Seq2seq Dependency ParsingCode0
Graph-based Dependency Parsing with Graph Neural NetworksCode0
Discontinuous Constituent Parsing with Pointer NetworksCode0
Differences in Chinese and Western tourists faced with Japanese hospitality: A natural language processing approachCode0
Sequence Labeling Parsing by Learning Across RepresentationsCode0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Codeswitched Sentence Creation using Dependency ParsingCode0
Polyglot Contextual Representations Improve Crosslingual TransferCode0
Two/Too Simple Adaptations of Word2Vec for Syntax ProblemsCode0
Dialo-AP: A Dependency Parsing Based Argument Parser for DialoguesCode0
Growing Trees on Sounds: Assessing Strategies for End-to-End Dependency Parsing of SpeechCode0
SEx BiST: A Multi-Source Trainable Parser with Deep Contextualized Lexical RepresentationsCode0
Tackling Error Propagation through Reinforcement Learning: A Case of Greedy Dependency ParsingCode0
Guided Deep List: Automating the Generation of Epidemiological Line Lists from Open SourcesCode0
GUIDO: A Hybrid Approach to Guideline Discovery & Ordering from Natural Language TextsCode0
Many Languages, One ParserCode0
Mapping distributional to model-theoretic semantic spaces: a baselineCode0
Tagging and parsing of multidomain collectionsCode0
Head-Driven Phrase Structure Grammar Parsing on Penn TreebankCode0
Deep Contextualized Self-training for Low Resource Dependency ParsingCode0
Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible ProjectionsCode0
Dependency Parsing with Bottom-up Hierarchical Pointer NetworksCode0
Analyzing Vietnamese Legal Questions Using Deep Neural Networks with Biaffine ClassifiersCode0
Working Hard or Hardly Working: Challenges of Integrating Typology into Neural Dependency ParsersCode0
Dependency Parsing Evaluation for Low-resource Spontaneous SpeechCode0
Should Have, Would Have, Could Have. Investigating Verb Group Representations for Parsing with Universal Dependencies.Code0
Hierarchical Bracketing Encodings for Dependency Parsing as TaggingCode0
What Should/Do/Can LSTMs Learn When Parsing Auxiliary Verb Constructions?Code0
Cisco at SemEval-2021 Task 5: What's Toxic?: Leveraging Transformers for Multiple Toxic Span Extraction from Online CommentsCode0
Meta-Learning for Fast Cross-Lingual Adaptation in Dependency ParsingCode0
Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature RepresentationsCode0
High-order Graph-based Neural Dependency ParsingCode0
Simpler but More Accurate Semantic Dependency ParsingCode0
Cross-lingual Parsing with Polyglot Training and Multi-treebank Learning: A Faroese Case StudyCode0
Probabilistic Graph-based Dependency Parsing with Convolutional Neural NetworkCode0
Target Language-Aware Constrained Inference for Cross-lingual Dependency ParsingCode0
Towards JointUD: Part-of-speech Tagging and Lemmatization using Recurrent Neural NetworksCode0
Probing for Labeled Dependency TreesCode0
Modal Dependency Parsing via Language Model PrimingCode0
Modeling Input Uncertainty in Neural Network Dependency ParsingCode0
Modeling Label Correlations for Second-Order Semantic Dependency Parsing with Mean-Field InferenceCode0
Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation BenchmarkCode0
When Beards Start Shaving Men: A Subject-object Resolution Test Suite for Morpho-syntactic and Semantic Model IntrospectionCode0
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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