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 751800 of 1407 papers

TitleStatusHype
Parsing Indonesian Sentence into Abstract Meaning Representation using Machine Learning Approach0
Parsing in the absence of related languages: Evaluating low-resource dependency parsers on Tagalog0
Parsing Thai Social Data: A New Challenge for Thai NLP0
Parsing to 1-Endpoint-Crossing, Pagenumber-2 Graphs0
Parsing to Noncrossing Dependency Graphs0
ParsPer: A Dependency Parser for Persian0
Part-of-Speech Induction in Dependency Trees for Statistical Machine Translation0
Peking: Building Semantic Dependency Graphs with a Hybrid Parser0
Peking: Profiling Syntactic Tree Parsing Techniques for Semantic Graph Parsing0
Perturbation Based Learning for Structured NLP Tasks with Application to Dependency Parsing0
Phrase Dependency Machine Translation with Quasi-Synchronous Tree-to-Tree Features0
Phrase Structures and Dependencies for End-to-End Coreference Resolution0
Phylogenic Multi-Lingual Dependency Parsing0
Planting Trees in the Desert: Delexicalized Tagging and Parsing Combined0
Playing with parsers (Jouer avec des analyseurs syntaxiques) [in French]0
Polyglot Semantic Role Labeling0
POS tagging, lemmatization and dependency parsing of West Frisian0
Potsdam: Semantic Dependency Parsing by Bidirectional Graph-Tree Transformations and Syntactic Parsing0
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
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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