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 251300 of 1407 papers

TitleStatusHype
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing0
A Bayesian Model for Generative Transition-based Dependency Parsing0
CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search0
CMILLS: Adapting Semantic Role Labeling Features to Dependency Parsing0
A Three-Step Transition-Based System for Non-Projective Dependency Parsing0
A Telugu treebank based on a grammar book0
Adapting word2vec to Named Entity Recognition0
A Tale of Three Parsers: Towards Diagnostic Evaluation for Meaning Representation Parsing0
A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora0
A Comparison of Chinese Parsers for Stanford Dependencies0
Cross-lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets0
Cross-Lingual Dependency Parsing via Self-Training0
Cross-Lingual Parser Selection for Low-Resource Languages0
A System for Experiments with Dependency Parsers0
An Empirical Etudy of Non-Lexical Extensions to Delexicalized Transfer0
A Fast and Lightweight System for Multilingual Dependency Parsing0
A Systematic Comparison of Syntactic Representations of Dependency Parsing0
A systematic comparison of methods for low-resource dependency parsing on genuinely low-resource languages0
An Empirical Comparison of Parsing Methods for Stanford Dependencies0
Cross-lingual Universal Dependency Parsing Only from One Monolingual Treebank0
An Effective Neural Network Model for Graph-based Dependency Parsing0
A Survey of Unsupervised Dependency Parsing0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing0
A Survey of Syntactic-Semantic Parsing Based on Constituent and Dependency Structures0
A subtree-based factorization of dependency parsing0
Anchoring and Agreement in Syntactic Annotations0
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing0
Cross-Lingual Dependency Parsing by POS-Guided Word Reordering0
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model0
A Study of Word-Classing for MT Reordering0
Accurate Identification of the Karta (Subject) Relation in Bangla0
A structure-enhanced graph convolutional network for sentiment analysis0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing0
Cross-lingual alignments of ELMo contextual embeddings0
Cross-lingual alignment transfer: a chicken-and-egg story?0
Coreference Resolution to Support IE from Indian Classical Music Forums0
Association Metrics in Neural Transition-Based Dependency Parsing0
Coreference Resolution in FreeLing 4.00
CopyBERT: A Unified Approach to Question Generation with Self-Attention0
An Attempt to Develop a Neural Parser based on Simplified Head-Driven Phrase Structure Grammar on Vietnamese0
Adaptation of Multilingual Transformer Encoder for Robust Enhanced Universal Dependency Parsing0
Coordination Structures in Dependency Treebanks0
Corpus-Based Induction of Syntactic Structure: Models of Dependency and Constituency0
A Statistical Approach to Prediction of Empty Categories in Hindi Dependency Treebank0
Coordination-Aware Dependency Parsing (Preliminary Report)0
CRAFT Shared Tasks 2019 Overview --- Integrated Structure, Semantics, and Coreference0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
Croatian Dependency Treebank 2.0: New Annotation Guidelines for Improved Parsing0
Assessing the Impact of Incremental Error Detection and Correction. A Case Study on the Italian Universal Dependency Treebank0
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