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 12011250 of 1407 papers

TitleStatusHype
An Empirical Study on the Effect of Morphological and Lexical Features in Persian Dependency Parsing0
(Re)ranking Meets Morphosyntax: State-of-the-art Results from the SPMRL 2013 Shared Task0
Representation of Morphosyntactic Units and Coordination Structures in the Turkish Dependency Treebank0
The LIGM-Alpage architecture for the SPMRL 2013 Shared Task: Multiword Expression Analysis and Dependency Parsing0
Effective Morphological Feature Selection with MaltOptimizer at the SPMRL 2013 Shared Task0
With Blinkers on: Robust Prediction of Eye Movements across Readers0
Optimal Incremental Parsing via Best-First Dynamic Programming0
Joint Parsing and Disfluency Detection in Linear Time0
Effectiveness and Efficiency of Open Relation Extraction0
Semi-Supervised Feature Transformation for Dependency Parsing0
Animacy Detection with Voting Models0
Collective Opinion Target Extraction in Chinese Microblogs0
Unsupervised Spectral Learning of WCFG as Low-rank Matrix Completion0
Dynamic Feature Selection for Dependency Parsing0
Combining POS Tagging, Dependency Parsing and Coreferential Resolution for Bulgarian0
Exploiting Synergies Between Open Resources for German Dependency Parsing, POS-tagging, and Morphological AnalysisCode0
magyarlanc: A Tool for Morphological and Dependency Parsing of Hungarian0
Incremental and Predictive Dependency Parsing under Real-Time Conditions0
Towards Domain Adaptation for Parsing Web Data0
Domain Adaptation for Parsing0
Converting Italian Treebanks: Towards an Italian Stanford Dependency Treebank0
Managing a Multilingual Treebank Project0
Using unlabeled dependency parsing for pre-reordering for Chinese-to-Japanese statistical machine translation0
Towards Joint Morphological Analysis and Dependency Parsing of Turkish0
An Empirical Study of Differences between Conversion Schemes and Annotation Guidelines0
Improvements to Syntax-based Machine Translation using Ensemble Dependency Parsers0
An Analysis of Memory-based Processing Costs using Incremental Deep Syntactic Dependency Parsing0
Exploring Morphosyntactic Annotation over a Spanish Corpus for Dependency Parsing0
UZH in BioNLP 20130
The CoNLL-2013 Shared Task on Grammatical Error Correction0
Hidden Markov tree models for semantic class induction0
A Non-Monotonic Arc-Eager Transition System for Dependency Parsing0
FudanNLP: A Toolkit for Chinese Natural Language Processing0
Universal Dependency Annotation for Multilingual Parsing0
Embedding Semantic Similarity in Tree Kernels for Domain Adaptation of Relation Extraction0
Easy-First POS Tagging and Dependency Parsing with Beam Search0
The Effect of Higher-Order Dependency Features in Discriminative Phrase-Structure Parsing0
Dependency Parser Adaptation with Subtrees from Auto-Parsed Target Domain Data0
Integrating Multiple Dependency Corpora for Inducing Wide-coverage Japanese CCG Resources0
Survey on parsing three dependency representations for English0
Supervised Model Learning with Feature Grouping based on a Discrete Constraint0
WebAnno: A Flexible, Web-based and Visually Supported System for Distributed Annotations0
Joint Inference for Heterogeneous Dependency Parsing0
From Natural Language Specifications to Program Input Parsers0
Part-of-Speech Induction in Dependency Trees for Statistical Machine Translation0
Bilingually-Guided Monolingual Dependency Grammar Induction0
Punctuation Prediction with Transition-based Parsing0
Transition-based Dependency Parsing with Selectional Branching0
Variational Inference for Structured NLP Models0
Turning on the Turbo: Fast Third-Order Non-Projective Turbo Parsers0
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