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 11011150 of 1407 papers

TitleStatusHype
Prague Dependency Style Treebank for Tamil0
Pre- and In-Parsing Models for Neural Empty Category Detection0
Predicting Structures in NLP: Constrained Conditional Models and Integer Linear Programming in NLP0
Prepositional Phrase Attachment over Word Embedding Products0
Pre-training and Evaluating Transformer-based Language Models for Icelandic0
Priberam: A Turbo Semantic Parser with Second Order Features0
Principal Word Vectors0
Probabilistic Lexical Generalization for French Dependency Parsing0
Probabilistic Models for High-Order Projective Dependency Parsing0
Projecting the Knowledge Graph to Syntactic Parsing0
Projection-based Annotation of a Polish Dependency Treebank0
Project-then-Transfer: Effective Two-stage Cross-lingual Transfer for Semantic Dependency Parsing0
Punctuation Prediction with Transition-based Parsing0
Punctuation Processing for Projective Dependency Parsing0
Pushing the Limits of ChatGPT on NLP Tasks0
Quantifying training challenges of dependency parsers0
Quasi-Second-Order Parsing for 1-Endpoint-Crossing, Pagenumber-2 Graphs0
Randomized Greedy Inference for Joint Segmentation, POS Tagging and Dependency Parsing0
RBPB: Regularization-Based Pattern Balancing Method for Event Extraction0
Reading Comprehension with Graph-based Temporal-Casual Reasoning0
REALEC learner treebank: annotation principles and evaluation of automatic parsing0
Real-valued Syntactic Word Vectors (RSV) for Greedy Neural Dependency Parsing0
Recognizing Sentence-level Logical Document Structures with the Help of Context-free Grammars0
Recursive Deep Models for Discourse Parsing0
Recursive LSTM Tree Representation for Arc-Standard Transition-Based Dependency Parsing0
Recursive Non-Autoregressive Graph-to-Graph Transformer for Dependency Parsing with Iterative Refinement0
Reducing Lexical Features in Parsing by Word Embeddings0
Refining the Design of a Contracting Finite-State Dependency Parser0
Regularized Structured Perceptron: A Case Study on Chinese Word Segmentation, POS Tagging and Parsing0
Reinforced Training Data Selection for Domain Adaptation0
Relation Extraction with Self-determined Graph Convolutional Network0
Re-ordering Source Sentences for SMT0
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 )0
Replacing OOV Words For Dependency Parsing With Distributional Semantics0
Representation of Morphosyntactic Units and Coordination Structures in the Turkish Dependency Treebank0
(Re)ranking Meets Morphosyntax: State-of-the-art Results from the SPMRL 2013 Shared Task0
Research on Annotation Rules and Recognition Algorithm Based on Phrase Window0
Resource Constrained Structured Prediction0
Reusable Phrase Extraction Based on Syntactic Parsing0
Revisiting Embedding Features for Simple Semi-supervised Learning0
Revisiting Structured Sentiment Analysis as Latent Dependency Graph Parsing0
Revisiting the Phenomenon of Syntactic Complexity Convergence on German Dialogue Data0
Riga: from FrameNet to Semantic Frames with C6.0 Rules0
Right-truncatable Neural Word Embeddings0
RobertNLP at the IWPT 2021 Shared Task: Simple Enhanced UD Parsing for 17 Languages0
Robust Extraction of Metaphor from Novel Data0
融合多粒度特征的低资源语言词性标记和依存分析联合模型(A Joint Model with Multi-Granularity Features of Low-resource Language POS Tagging and Dependency Parsing)0
Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement0
Scene Graph Parsing via Abstract Meaning Representation in Pre-trained Language Models0
Schema-Free Dependency Parsing via Sequence Generation0
Show:102550
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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