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 851900 of 1407 papers

TitleStatusHype
Distilling an Ensemble of Greedy Dependency Parsers into One MST ParserCode0
Discovering Sound Concepts and Acoustic Relations In Text0
Read, Tag, and Parse All at Once, or Fully-neural Dependency ParsingCode0
Good Automatic Authentication Question Generation0
Demographic Dialectal Variation in Social Media: A Case Study of African-American English0
A Bi-LSTM-RNN Model for Relation Classification Using Low-Cost Sequence Features0
Bi-directional Attention with Agreement for Dependency ParsingCode0
A Transition-Based System for Joint Lexical and Syntactic Analysis0
Improving Dependency Parsing Using Sentence Clause Charts0
Incorporating Relational Knowledge into Word Representations using Subspace Regularization0
Learning Word Meta-Embeddings0
Cross-language Projection of Dependency Trees with Constrained Partial Parsing for Tree-to-Tree Machine Translation0
An NLP Pipeline for Coptic0
Generalized Transition-based Dependency Parsing via Control Parameters0
Annotating the Little Prince with Chinese AMRs0
Graph-based Dependency Parsing with Bidirectional LSTM0
How to Train Dependency Parsers with Inexact Search for Joint Sentence Boundary Detection and Parsing of Entire Documents0
Supersense Embeddings: A Unified Model for Supersense Interpretation, Prediction, and Utilization0
Active Learning for Dependency Parsing with Partial Annotation0
Dependency Parsing with Bounded Block Degree and Well-nestedness via Lagrangian Relaxation and Branch-and-Bound0
RBPB: Regularization-Based Pattern Balancing Method for Event Extraction0
Probabilistic Graph-based Dependency Parsing with Convolutional Neural NetworkCode0
Transition-based dependency parsing with topological fields0
Different Flavors of GUM: Evaluating Genre and Sentence Type Effects on Multilayer Corpus Annotation Quality0
Transition-based dependency parsing as latent-variable constituent parsing0
Joint part-of-speech and dependency projection from multiple sources0
A Search-Based Dynamic Reranking Model for Dependency Parsing0
Conversion from Paninian Karakas to Universal Dependencies for Hindi Dependency Treebank0
Cross-Lingual Image Caption Generation0
Neural Greedy Constituent Parsing with Dynamic Oracles0
Unsupervised Person Slot Filling based on Graph Mining0
Evaluating Embeddings using Syntax-based Classification Tasks as a Proxy for Parser Performance0
Noise reduction and targeted exploration in imitation learning for Abstract Meaning Representation parsing0
Word Embeddings with Limited Memory0
DTED: Evaluation of Machine Translation Structure Using Dependency Parsing and Tree Edit Distance0
Jigg: A Framework for an Easy Natural Language Processing PipelineCode0
Exploring phrase-compositionality in skip-gram models0
Dependency Language Models for Transition-based Dependency Parsing0
Mapping distributional to model-theoretic semantic spaces: a baselineCode0
Exploiting Multi-typed Treebanks for Parsing with Deep Multi-task Learning0
Dependency Parsing as Head SelectionCode0
Integer Linear Programming for Discourse Parsing0
CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search0
OCLSP at SemEval-2016 Task 9: Multilayered LSTM as a Neural Semantic Dependency Parser0
Right-truncatable Neural Word Embeddings0
Making Dependency Labeling Simple, Fast and Accurate0
GTI at SemEval-2016 Task 4: Training a Naive Bayes Classifier using Features of an Unsupervised System0
Deep Lexical Segmentation and Syntactic Parsing in the Easy-First Dependency Framework0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network0
Learning Distributed Word Representations For Bidirectional LSTM Recurrent Neural Network0
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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