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 9511000 of 1407 papers

TitleStatusHype
An Improved Non-monotonic Transition System for Dependency Parsing0
Universal Dependencies for Croatian (that work for Serbian, too)0
Efficient Inner-to-outer Greedy Algorithm for Higher-order Labeled Dependency Parsing0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
CASICT-DCU Participation in WMT2015 Metrics Task0
Open Relation Extraction for Polish: Preliminary Experiments0
Improved Transition-Based Parsing and Tagging with Neural Networks0
Coreference Resolution to Support IE from Indian Classical Music Forums0
Discourse parsing for multi-party chat dialogues0
Combining Discrete and Continuous Features for Deterministic Transition-based Dependency Parsing0
Sentence Modeling with Gated Recursive Neural Network0
Japanese Word Reordering Executed Concurrently with Dependency Parsing and Its Evaluation0
Multilingual discriminative lexicalized phrase structure parsing0
Density-Driven Cross-Lingual Transfer of Dependency Parsers0
Transition-based Dependency Parsing Using Two Heterogeneous Gated Recursive Neural Networks0
Language and Domain Independent Entity Linking with Quantified Collective Validation0
Semi-supervised Dependency Parsing using Bilexical Contextual Features from Auto-Parsed Data0
Not All Contexts Are Created Equal: Better Word Representations with Variable Attention0
Using reading behavior to predict grammatical functions0
Universalizing BulTreeBank: a Linguistic Tale about Glocalization0
Approximation-Aware Dependency Parsing by Belief Propagation0
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model0
Improved Transition-Based Parsing by Modeling Characters instead of Words with LSTMsCode0
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels0
Evaluation of Two-level Dependency Representations of Argument Structure in Long-Distance Dependencies0
ParsPer: A Dependency Parser for Persian0
Exploring Confidence-based Self-training for Multilingual Dependency Parsing in an Under-Resourced Language Scenario0
Notes About a More Aware Dependency Parser0
Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser0
Dependency Parsing with Graph Rewriting0
JoBimViz: A Web-based Visualization for Graph-based Distributional Semantic Models0
Parsing as Reduction0
Dependency Parsing with Compression Rules0
Domain Adaptation for Dependency Parsing via Self-Training0
Stacking or Supertagging for Dependency Parsing -- What's the Difference?0
Parse Imputation for Dependency AnnotationsCode0
On the Importance of Ezafe Construction in Persian Parsing0
Semantic Parsing for Textual Entailment0
Do dependency parsing metrics correlate with human judgments?0
Word Order Typology through Multilingual Word Alignment0
Identifying Cascading Errors using Constraints in Dependency Parsing0
Incremental Recurrent Neural Network Dependency Parser with Search-based Discriminative Training0
Enhancing the Inside-Outside Recursive Neural Network Reranker for Dependency Parsing0
NiuParser: A Chinese Syntactic and Semantic Parsing Toolkit0
NEUDM: A System for Topic-Based Message Polarity Classification0
Non-Deterministic Oracles for Unrestricted Non-Projective Transition-Based Dependency Parsing0
Transferring Coreference Resolvers with Posterior Regularization0
Cross-lingual Dependency Parsing Based on Distributed RepresentationsCode0
Transition-based Dependency DAG Parsing Using Dynamic Oracles0
An Effective Neural Network Model for Graph-based Dependency Parsing0
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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