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 151200 of 1407 papers

TitleStatusHype
A Beam-Search Decoder for Normalization of Social Media Text with Application to Machine Translation0
Animacy Detection with Voting Models0
Automatic Correction of Syntactic Dependency Annotation Differences0
A convex and feature-rich discriminative approach to dependency grammar induction0
Branch and Bound Algorithm for Dependency Parsing with Non-local Features0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese0
A Neural Probabilistic Structured-Prediction Model for Transition-Based Dependency Parsing0
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit0
A neural parser as a direct classifier for head-final languages0
A Gold Standard Dependency Treebank for Turkish0
A Data-Driven, Factorization Parser for CCG Dependency Structures0
Boosting Transition-based AMR Parsing with Refined Actions and Auxiliary Analyzers0
Building a Large Automatically Parsed Corpus of Finnish0
A Gamification of Japanese Dependency Parsing0
An End-to-end Environment for Research Question-Driven Entity Extraction and Network Analysis0
Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment Classification0
A treebank-based study on the influence of Italian word order on parsing performance0
A Transition-based System for Universal Dependency Parsing0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network0
A Transition-Based System for Joint Part-of-Speech Tagging and Labeled Non-Projective Dependency Parsing0
Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations0
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution0
attr2vec: Jointly Learning Word and Contextual Attribute Embeddings with Factorization Machines0
A neural joint model for Vietnamese word segmentation, POS tagging and dependency parsing0
Augmenty: A Python Library for Structured Text Augmentation0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
A Transition-Based System for Joint Lexical and Syntactic Analysis0
A Universal Dependencies Treebank for Marathi0
A Universal Framework for Inductive Transfer Parsing across Multi-typed Treebanks0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews0
An Empirical Study on the Effect of Morphological and Lexical Features in Persian Dependency Parsing0
Automatic Adaptation of Annotations0
A Fusion Approach of Dependency Syntax and Sentiment Polarity for Feature Label Extraction in Commodity Reviews0
Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation0
Automatic Difficulty Assessment for Chinese Texts0
Automatic Feature Selection for Agenda-Based Dependency Parsing0
BKTreebank: Building a Vietnamese Dependency Treebank0
A Graph-based Lattice Dependency Parser for Joint Morphological Segmentation and Syntactic Analysis0
半监督跨领域语义依存分析技术研究(Semi-supervised Domain Adaptation for Semantic Dependency Parsing)0
Bayesian Learning for Neural Dependency Parsing0
A Transition-Based Dependency Parser Using a Dynamic Parsing Strategy0
Because Syntax Does Matter: Improving Predicate-Argument Structures Parsing with Syntactic Features0
Benben: A Chinese Intelligent Conversational Robot0
Benchmarking Joint Lexical and Syntactic Analysis on Multiword-Rich Data0
Benchmarking zero-shot and few-shot approaches for tokenization, tagging, and dependency parsing of Tagalog text0
BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil0
Bertinho: Galician BERT Representations0
BERTrade: Using Contextual Embeddings to Parse Old French0
An Empirical Study of Differences between Conversion Schemes and Annotation Guidelines0
ATP: A holistic attention integrated approach to enhance ABSA0
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