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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1251–1300 of 1407 papers

TitleStatusHype
Transition-based Dependency Parsing with Selectional Branching—0
Turning on the Turbo: Fast Third-Order Non-Projective Turbo Parsers—0
From Natural Language Specifications to Program Input Parsers—0
A Non-Monotonic Arc-Eager Transition System for Dependency Parsing—0
FudanNLP: A Toolkit for Chinese Natural Language Processing—0
Dependency Parser Adaptation with Subtrees from Auto-Parsed Target Domain Data—0
Managing a Multilingual Treebank Project—0
WebAnno: A Flexible, Web-based and Visually Supported System for Distributed Annotations—0
Universal Dependency Annotation for Multilingual Parsing—0
Parser lexicalisation through self-learning—0
Minibatch and Parallelization for Online Large Margin Structured Learning—0
A Beam-Search Decoder for Normalization of Social Media Text with Application to Machine Translation—0
Target Language Adaptation of Discriminative Transfer Parsers—0
Experiments with Spectral Learning of Latent-Variable PCFGs—0
APPLYING A BEAM SEARCH TO TRANSITION-BASED DEPENDENCY PARSING: A CASE STUDY FOR FRENCH WITH THE TALISMANE SUITE (L'apport du faisceau dans l'analyse syntaxique en d\'ependances par transitions : \'etudes de cas avec l'analyseur Talismane) [in French]—0
Does Size Matter? Text and Grammar Revision for Parsing Social Media Data—0
On the Effect of Head Tagging on Parsing Discontinuous Dependencies in French (Influence de l'\'etiquetage syntaxique des t\^etes sur l'analyse en d\'ependances discontinues du fran ) [in French]—0
Robust Extraction of Metaphor from Novel Data—0
Linguistic Profiling based on General--purpose Features and Native Language Identification—0
Answer Extraction as Sequence Tagging with Tree Edit Distance—0
Syntactic Identification of Occurrences of Multiword Expressions in Text using a Lexicon with Dependency Structures—0
Statistical Syntactic Parsing for Latvian—0
Building a Large Automatically Parsed Corpus of Finnish—0
Invited Keynote: 6,909 Reasons to Mess Up Your Data—0
Features Indicating Readability in Swedish Text—0
Finding Optimal 1-Endpoint-Crossing Trees—0
Branch and Bound Algorithm for Dependency Parsing with Non-local Features—0
Data-driven, PCFG-based and Pseudo-PCFG-based Models for Chinese Dependency Parsing—0
Multilingual Joint Parsing of Syntactic and Semantic Dependencies with a Latent Variable Model—0
Dependency Parsing of Modern Standard Arabic with Lexical and Inflectional Features—0
Dual Coordinate Descent Algorithms for Efficient Large Margin Structured Prediction—0
Morphological and Syntactic Case in Statistical Dependency Parsing—0
Divisible Transition Systems and Multiplanar Dependency Parsing—0
Unsupervised Dependency Parsing with Acoustic Cues—0
Efficient Stacked Dependency Parsing by Forest Reranking—0
Squibs: Going to the Roots of Dependency Parsing—0
Joint Morphological and Syntactic Analysis for Richly Inflected Languages—0
Efficient Parsing for Head-Split Dependency Trees—0
Joint Arc-factored Parsing of Syntactic and Semantic Dependencies—0
Traditional Chinese Parsing Evaluation at SIGHAN Bake-offs 2012—0
ISI-Kolkata at MTPIL-2012—0
Using Deep Linguistic Features for Finding Deceptive Opinion Spam—0
Lexical Categories for Improved Parsing of Web Data—0
Stacking Heterogeneous Joint Models of Chinese POS Tagging and Dependency Parsing—0
Improving Dependency Parsing with Interlinear Glossed Text and Syntactic Projection—0
Parsing Hindi with MDParser—0
Stacking of Dependency and Phrase Structure Parsers—0
How Does the Granularity of an Annotation Scheme Influence Dependency Parsing Performance?—0
Fourth-Order Dependency Parsing—0
Comparing Non-projective Strategies for Labeled Graph-Based Dependency Parsing—0
Show:102550
← PrevPage 26 of 29Next →
All datasetsPenn TreebankUniversal DependenciesGENIA - LASGENIA - UASTweebankCoNLL-2009French GSDParTUTSequoia TreebankSpoken CorpusChinese TreebankDaNE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26—Unverified
2DMPar + XLNetLAS95.92—Unverified
3ACELAS95.8—Unverified
4Deep Biaffine + RoBERTaLAS95.75—Unverified
5HPSG Parser (Joint) + XLNetLAS95.72—Unverified
6MFVILAS95.34—Unverified
7CVT + Multi-TaskLAS95.02—Unverified
8RNG TransformerLAS95.01—Unverified
9SpanRelLAS94.7—Unverified
10CRFParLAS94.49—Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6—Unverified
2UDifyLAS80.43—Unverified
3HIT-SCIRLAS75.84—Unverified
4Stanford+LAS74.16—Unverified
5TurkuNLPLAS73.28—Unverified
6UDPipe 2.0LAS73.11—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92—Unverified
2SciBERT (SciVocab)F191.41—Unverified
3SciBERT (Base Vocab)F191.26—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84—Unverified
2SciBERT (SciVocab)F192.46—Unverified
3SciBERT (Base Vocab)F192.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4—Unverified
2Ensemble (20)Labelled Attachment Score79.4—Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52—Unverified
2Biaffine ParserLAS85.38—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47—Unverified
2UDifyLAS91.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9—Unverified
2UDifyLAS88.06—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39—Unverified
2UDifyLAS90.05—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37—Unverified
2UDifyLAS80.01—Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69—Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33—Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13—Unverified