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

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Showing 1101–1150 of 1407 papers

TitleStatusHype
A Discriminative Graph-Based Parser for the Abstract Meaning Representation—0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing—0
Adventures in Multilingual Parsing—0
Adversarial Neural Networks for Cross-lingual Sequence Tagging—0
Adversarial Training for Cross-Domain Universal Dependency Parsing—0
A Dynamic Confusion Score for Dependency Arc Labels—0
A Dynamic Oracle for Arc-Eager Dependency Parsing—0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing—0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing—0
A Fast and Lightweight System for Multilingual Dependency Parsing—0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora—0
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing—0
A Fusion Approach of Dependency Syntax and Sentiment Polarity for Feature Label Extraction in Commodity Reviews—0
A Gamification of Japanese Dependency Parsing—0
A Gold Standard Dependency Treebank for Turkish—0
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit—0
A Graph-based Lattice Dependency Parser for Joint Morphological Segmentation and Syntactic Analysis—0
A House United: Bridging the Script and Lexical Barrier between Hindi and Urdu—0
A Hybrid Approach to Dependency Parsing: Combining Rules and Morphology with Deep Learning—0
A Hybrid Dependency Parser for Bangla—0
A Japanese Word Dependency Corpus—0
A Joint Deep Contextualized Word Representation for Deep Biaffine Dependency Parsing—0
A Joint Model for Graph-based Chinese Dependency Parsing—0
ALB at SemEval-2018 Task 10: A System for Capturing Discriminative Attributes—0
A Learning Error Analysis for Structured Prediction with Approximate Inference—0
Alpage: Transition-based Semantic Graph Parsing with Syntactic Features—0
Ambiguity-aware Ensemble Training for Semi-supervised Dependency Parsing—0
A method for in-depth comparative evaluation: How (dis)similar are outputs of pos taggers, dependency parsers and coreference resolvers really?—0
A Morphology-Based Investigation of Positional Encodings—0
AMR Dependency Parsing with a Typed Semantic Algebra—0
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data—0
A multilingual collection of CoNLL-U-compatible morphological lexicons—0
Analyse en dépendances du français avec des plongements contextualisés (French dependency parsing with contextualized embeddings)—0
Analysis of the Effect of Dependency Information on Predicate-Argument Structure Analysis and Zero Anaphora Resolution—0
Analyzing the Effect of Global Learning and Beam-Search on Transition-Based Dependency Parsing—0
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter—0
An Analysis of Memory-based Processing Costs using Incremental Deep Syntactic Dependency Parsing—0
An Attempt to Develop a Neural Parser based on Simplified Head-Driven Phrase Structure Grammar on Vietnamese—0
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model—0
Anchoring and Agreement in Syntactic Annotations—0
An Effective Neural Network Model for Graph-based Dependency Parsing—0
An Empirical Comparison of Parsing Methods for Stanford Dependencies—0
An Empirical Etudy of Non-Lexical Extensions to Delexicalized Transfer—0
An Empirical Exploration of Local Ordering Pre-training for Structured Prediction—0
An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing—0
An empirical study for Vietnamese dependency parsing—0
An Empirical Study of Differences between Conversion Schemes and Annotation Guidelines—0
An Empirical Study on the Effect of Morphological and Lexical Features in Persian Dependency Parsing—0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network—0
An End-to-end Environment for Research Question-Driven Entity Extraction and Network Analysis—0
Show:102550
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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