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 551600 of 1407 papers

TitleStatusHype
A Graph-based Lattice Dependency Parser for Joint Morphological Segmentation and Syntactic Analysis0
Dependency Parsers for Persian0
Dependency Parser Adaptation with Subtrees from Auto-Parsed Target Domain Data0
Automatic Adaptation of Annotations0
Dependency Link Embeddings: Continuous Representations of Syntactic Substructures0
Dependency Language Models for Transition-based Dependency Parsing0
An Experimental Investigation of Part-Of-Speech Taggers for Vietnamese0
Author-Specific Sentiment Aggregation for Polarity Prediction of Reviews0
Dependency-based Pre-ordering for Chinese-English Machine Translation0
Dependency-Based Open Information Extraction0
A Universal Framework for Inductive Transfer Parsing across Multi-typed Treebanks0
A Neural Probabilistic Structured-Prediction Model for Transition-Based Dependency Parsing0
A Graph-Based Framework for Structured Prediction Tasks in Sanskrit0
Density-Driven Cross-Lingual Transfer of Dependency Parsers0
Demographic Dialectal Variation in Social Media: A Case Study of African-American English0
A Universal Dependencies Treebank for Marathi0
Delexicalized Word Embeddings for Cross-lingual Dependency Parsing0
Delexicalized transfer parsing for low-resource languages using transformed and combined treebanks0
A neural parser as a direct classifier for head-final languages0
Delexicalized Cross-lingual Dependency Parsing for Xibe0
Deep Syntax Annotation of the Sequoia French Treebank0
Deep RNNs Encode Soft Hierarchical Syntax0
DeepNL: a Deep Learning NLP pipeline0
Augmenty: A Python Library for Structured Text Augmentation0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
A Gold Standard Dependency Treebank for Turkish0
A Data-Driven, Factorization Parser for CCG Dependency Structures0
A convex and feature-rich discriminative approach to dependency grammar induction0
Deeply AggreVaTeD: Differentiable Imitation Learning for Sequential Prediction0
Deep Lexical Segmentation and Syntactic Parsing in the Easy-First Dependency Framework0
Deep Learning in Lexical Analysis and Parsing0
attr2vec: Jointly Learning Word and Contextual Attribute Embeddings with Factorization Machines0
A neural joint model for Vietnamese word segmentation, POS tagging and dependency parsing0
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited0
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing -- A Tale of Two Parsers Revisited0
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution0
Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations0
An End-to-end Environment for Research Question-Driven Entity Extraction and Network Analysis0
A Gamification of Japanese Dependency Parsing0
Data point selection for genre-aware parsing0
Data-Efficient French Language Modeling with CamemBERTa0
A treebank-based study on the influence of Italian word order on parsing performance0
Data-driven, PCFG-based and Pseudo-PCFG-based Models for Chinese Dependency Parsing0
Data-driven Dependency Parsing With Empty Heads0
A Transition-based System for Universal Dependency Parsing0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network0
Data Augmentation via Subtree Swapping for Dependency Parsing of Low-Resource Languages0
Dangerous Relations in Dependency Treebanks0
A Transition-Based System for Joint Part-of-Speech Tagging and Labeled Non-Projective Dependency Parsing0
DaCy: A Unified Framework for Danish NLP0
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