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 601650 of 1407 papers

TitleStatusHype
Seq2seq Dependency ParsingCode0
Differentiable Perturb-and-Parse: Semi-Supervised Parsing with a Structured Variational Autoencoder0
An improved neural network model for joint POS tagging and dependency parsingCode0
UniParse: A universal graph-based parsing toolkitCode0
Towards Better UD Parsing: Deep Contextualized Word Embeddings, Ensemble, and Treebank ConcatenationCode0
Global Transition-based Non-projective Dependency ParsingCode0
Simpler but More Accurate Semantic Dependency ParsingCode0
Twitter Universal Dependency Parsing for African-American and Mainstream American English0
Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing0
A neural parser as a direct classifier for head-final languages0
Supervised Treebank Conversion: Data and Approaches0
Syntax for Semantic Role Labeling, To Be, Or Not To BeCode0
Pre- and In-Parsing Models for Neural Empty Category Detection0
Text Completion using Context-Integrated Dependency Parsing0
German and French Neural Supertagging Experiments for LTAG Parsing0
Compositional Morpheme Embeddings with Affixes as Functions and Stems as Arguments0
Non-Projective Dependency Parsing with Non-Local Transitions0
ALB at SemEval-2018 Task 10: A System for Capturing Discriminative Attributes0
DM\_NLP at SemEval-2018 Task 8: neural sequence labeling with linguistic features0
A Dependency Perspective on RST Discourse Parsing and Evaluation0
Neural Syntactic Generative Models with Exact Marginalization0
attr2vec: Jointly Learning Word and Contextual Attribute Embeddings with Factorization Machines0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing0
A Semantic Role-based Approach to Open-Domain Automatic Question Generation0
Exploiting Dynamic Oracles to Train Projective Dependency Parsers on Non-Projective Trees0
AMR Dependency Parsing with a Typed Semantic Algebra0
Distilling Knowledge for Search-based Structured PredictionCode0
Polyglot Semantic Role Labeling0
Evaluation of automatic collocation extraction methods for language learning0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing0
Backpropagating through Structured Argmax using a SPIGOTCode0
Deep RNNs Encode Soft Hierarchical Syntax0
Unsupervised Korean Word Sense Disambiguation using CoreNet0
The Morpho-syntactic Annotation of Animacy for a Dependency Parser0
Ensemble Romanian Dependency Parsing with Neural Networks0
Cheating a Parser to Death: Data-driven Cross-Treebank Annotation Transfer0
Moving TIGER beyond Sentence-Level0
Test Sets for Chinese Nonlocal Dependency Parsing0
Building Universal Dependency Treebanks in Korean0
Joint Learning of Sense and Word Embeddings0
The LIA Treebank of Spoken Norwegian Dialects0
Improving a Neural-based Tagger for Multiword Expressions Identification0
Multilingual Dependency Parsing for Low-Resource Languages: Case Studies on North Saami and Komi-ZyrianCode0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank0
Coreference Resolution in FreeLing 4.00
Construction of Large-scale English Verbal Multiword Expression Annotated CorpusCode0
CoNLL-UL: Universal Morphological Lattices for Universal Dependency Parsing0
Palmyra: A Platform Independent Dependency Annotation Tool for Morphologically Rich Languages0
A multilingual collection of CoNLL-U-compatible morphological lexicons0
Parsing Tweets into Universal DependenciesCode0
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