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 401450 of 1407 papers

TitleStatusHype
Recognizing Sentence-level Logical Document Structures with the Help of Context-free Grammars0
Massively Multilingual Sparse Word RepresentationsCode1
Parsing as Tagging0
Dependency Parsing for Urdu: Resources, Conversions and Learning0
A Gold Standard Dependency Treebank for Turkish0
Norm It! Lexical Normalization for Italian and Its Downstream Effects for Dependency Parsing0
A Tale of Three Parsers: Towards Diagnostic Evaluation for Meaning Representation Parsing0
OFrLex: A Computational Morphological and Syntactic Lexicon for Old French0
Adaptation of Deep Bidirectional Transformers for Afrikaans Language0
French Contextualized Word-Embeddings with a sip of CaBeRnet: a New French Balanced Reference Corpus0
Spatial Dependency Parsing for Semi-Structured Document Information ExtractionCode1
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers0
Can Multilingual Language Models Transfer to an Unseen Dialect? A Case Study on North African Arabizi0
Perturbed Masking: Parameter-free Probing for Analyzing and Interpreting BERTCode0
Exploring Contextualized Neural Language Models for Temporal Dependency ParsingCode0
What Happens To BERT Embeddings During Fine-tuning?0
UDapter: Language Adaptation for Truly Universal Dependency ParsingCode1
Hierarchical Multi Task Learning with Subword Contextual Embeddings for Languages with Rich Morphology0
Neural Approaches for Data Driven Dependency Parsing in Sanskrit0
A Simple Approach to Learning Unsupervised Multilingual Embeddings0
Recursive Non-Autoregressive Graph-to-Graph Transformer for Dependency Parsing with Iterative Refinement0
Stanza: A Python Natural Language Processing Toolkit for Many Human LanguagesCode1
Universal Function Approximation on GraphsCode1
From Algebraic Word Problem to Program: A Formalized Approach0
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing?Code0
Parsing Thai Social Data: A New Challenge for Thai NLP0
PhoBERT: Pre-trained language models for VietnameseCode1
A Hybrid Approach to Dependency Parsing: Combining Rules and Morphology with Deep Learning0
Resources for Turkish Dependency Parsing: Introducing the BOUN Treebank and the BoAT Annotation ToolCode1
From English To Foreign Languages: Transferring Pre-trained Language ModelsCode1
Discontinuous Constituent Parsing with Pointer NetworksCode0
Parsing as PretrainingCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Transition-Based Dependency Parsing using Perceptron Learner0
Multilingual is not enough: BERT for FinnishCode0
Fine-Grained Emotion Classification of Chinese Microblogs Based on Graph Convolution NetworksCode0
Zero-shot Chinese Discourse Dependency Parsing via Cross-lingual Mapping0
Global Greedy Dependency ParsingCode0
Deep Contextualized Self-training for Low Resource Dependency ParsingCode0
CamemBERT: a Tasty French Language ModelCode0
Rethinking Self-Attention: Towards Interpretability in Neural ParsingCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
Error Analysis for Vietnamese Dependency Parsing0
Vietnamese transition-based dependency parsing with supertag features0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Semi-Supervised Semantic Role Labeling with Cross-View Training0
JBNU at MRP 2019: Multi-level Biaffine Attention for Semantic Dependency Parsing0
\'UFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared TaskCode0
Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited0
An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media0
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