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 13511400 of 1407 papers

TitleStatusHype
Utilizing Dependency Language Models for Graph-based Dependency Parsing Models0
Selective Sharing for Multilingual Dependency Parsing0
Extracting Narrative Timelines as Temporal Dependency Structures0
Head-driven Transition-based Parsing with Top-down Prediction0
Exploring Deterministic Constraints: from a Constrained English POS Tagger to an Efficient ILP Solution to Chinese Word Segmentation0
Incremental Joint Approach to Word Segmentation, POS Tagging, and Dependency Parsing in Chinese0
Head-Driven Hierarchical Phrase-based Translation0
Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations0
Monte Carlo MCMC: Efficient Inference by Sampling Factors0
Using Syntactic Head Information in Hierarchical Phrase-Based Translation0
NAIST at the HOO 2012 Shared Task0
Using Supertags and Encoded Annotation Principles for Improved Dependency to Phrase Structure Conversion0
Turning the pipeline into a loop: Iterated unsupervised dependency parsing and PoS induction0
Two baselines for unsupervised dependency parsing0
Getting More from Morphology in Multilingual Dependency Parsing0
Predicting Structures in NLP: Constrained Conditional Models and Integer Linear Programming in NLP0
Are You Sure? Confidence in Prediction of Dependency Tree Edges0
Unsupervised Part of Speech Inference with Particle Filters0
Training Dependency Parser Using Light Feedback0
Vine Pruning for Efficient Multi-Pass Dependency Parsing0
Unsupervised Dependency Parsing using Reducibility and Fertility features0
Fast Inference in Phrase Extraction Models with Belief Propagation0
Concavity and Initialization for Unsupervised Dependency Parsing0
The Dependency-Parsed FrameNet Corpus0
Linguagrid: a network of Linguistic and Semantic Services for the Italian Language.0
Ubiquitous Usage of a Broad Coverage French Corpus: Processing the Est Republicain corpus0
MaltOptimizer: A System for MaltParser Optimization0
A Study of Word-Classing for MT Reordering0
Croatian Dependency Treebank: Recent Development and Initial Experiments0
Dependency parsing for interaction detection in pharmacogenomics0
Parsing Any Domain English text to CoNLL dependencies0
HamleDT: To Parse or Not to Parse?0
Efficient Dependency Graph Matching with the IMS Open Corpus Workbench0
German Verb Patterns and Their Implementation in an Electronic Dictionary0
French and German Corpora for Audience-based Text Type Classification0
Re-ordering Source Sentences for SMT0
Customizable SCF Acquisition in Italian0
Prague Dependency Style Treebank for Tamil0
A treebank-based study on the influence of Italian word order on parsing performance0
The Impact of Automatic Morphological Analysis \& Disambiguation on Dependency Parsing of Turkish0
Word Sketches for Turkish0
Constructing Large Proposition Databases0
Semi-Supervised Technical Term Tagging With Minimal User Feedback0
Syntactic annotation of spontaneous speech: application to call-center conversation data0
Hybrid Combination of Constituency and Dependency Trees into an Ensemble Dependency Parser0
Fast Unsupervised Dependency Parsing with Arc-Standard Transitions0
Dependency Parsing Domain Adaptation using Transductive SVM0
Dependency-Based Open Information Extraction0
Spectral Learning for Non-Deterministic Dependency Parsing0
MaltOptimizer: An Optimization Tool for MaltParser0
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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