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
Simpler but More Accurate Semantic Dependency ParsingCode0
Text Completion using Context-Integrated Dependency Parsing0
Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing0
A neural parser as a direct classifier for head-final languages0
Compositional Morpheme Embeddings with Affixes as Functions and Stems as Arguments0
Syntax for Semantic Role Labeling, To Be, Or Not To BeCode0
Twitter Universal Dependency Parsing for African-American and Mainstream American English0
Pre- and In-Parsing Models for Neural Empty Category Detection0
German and French Neural Supertagging Experiments for LTAG Parsing0
Supervised Treebank Conversion: Data and Approaches0
A Semantic Role-based Approach to Open-Domain Automatic Question Generation0
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
attr2vec: Jointly Learning Word and Contextual Attribute Embeddings with Factorization Machines0
A Dynamic Oracle for Linear-Time 2-Planar Dependency Parsing0
Neural Syntactic Generative Models with Exact Marginalization0
Non-Projective Dependency Parsing with Non-Local Transitions0
Exploiting Dynamic Oracles to Train Projective Dependency Parsers on Non-Projective Trees0
A Dependency Perspective on RST Discourse Parsing and Evaluation0
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
Stack-Pointer Networks for Dependency ParsingCode1
Multilingual Dependency Parsing for Low-Resource Languages: Case Studies on North Saami and Komi-ZyrianCode0
Cheating a Parser to Death: Data-driven Cross-Treebank Annotation Transfer0
The Morpho-syntactic Annotation of Animacy for a Dependency Parser0
Moving TIGER beyond Sentence-Level0
Test Sets for Chinese Nonlocal Dependency Parsing0
Building Universal Dependency Treebanks in Korean0
The LIA Treebank of Spoken Norwegian Dialects0
Improving a Neural-based Tagger for Multiword Expressions Identification0
Construction of Large-scale English Verbal Multiword Expression Annotated CorpusCode0
CoNLL-UL: Universal Morphological Lattices for Universal Dependency Parsing0
Unsupervised Korean Word Sense Disambiguation using CoreNet0
Ensemble Romanian Dependency Parsing with Neural Networks0
Semi-automatic Korean FrameNet Annotation over KAIST Treebank0
Coreference Resolution in FreeLing 4.00
A multilingual collection of CoNLL-U-compatible morphological lexicons0
Palmyra: A Platform Independent Dependency Annotation Tool for Morphologically Rich Languages0
Joint Learning of Sense and Word Embeddings0
Linguistically-Informed Self-Attention for Semantic Role LabelingCode0
Parsing Tweets into Universal DependenciesCode0
Monte Carlo Syntax Marginals for Exploring and Using Dependency ParsesCode0
Learning Joint Semantic Parsers from Disjoint DataCode0
Universal Dependency Parsing for Hindi-English Code-switchingCode0
Linguistically-Informed Self-Attention for Semantic Role Labeling0
Show:102550
← PrevPage 13 of 29Next →

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