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
Parsing with Multilingual BERT, a Small Corpus, and a Small TreebankCode0
Fast semantic parsing with well-typedness guaranteesCode0
Relation Extraction with Self-determined Graph Convolutional Network0
Principal Word Vectors0
Greedy Transition-Based Dependency Parsing with Discrete and Continuous Supertag Features0
Research on Annotation Rules and Recognition Algorithm Based on Phrase Window0
Semi-supervised Parsing with a Variational Autoencoding Parser0
Linear Neural Parsing and Hybrid Enhancement for Enhanced Universal Dependencies0
Building a User-Generated Content North-African Arabizi Treebank: Tackling Hell0
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples0
Hybrid Enhanced Universal Dependencies Parsing0
Adaptation of Multilingual Transformer Encoder for Robust Enhanced Universal Dependency Parsing0
Transition-based Semantic Dependency Parsing with Pointer Networks0
CopyBERT: A Unified Approach to Question Generation with Self-Attention0
Neural Reranking for Dependency Parsing: An Evaluation0
A Survey of Syntactic-Semantic Parsing Based on Constituent and Dependency Structures0
Tagging and parsing of multidomain collectionsCode0
Cross-Cultural Similarity Features for Cross-Lingual Transfer Learning of Pragmatically Motivated TasksCode0
FinEst BERT and CroSloEngual BERT: less is more in multilingual models0
Sur l'impact des contraintes structurelles pour l'analyse en d\'ependances profondes fond\'ee sur les graphes (On the impact of structural constraints for graph-based deep dependency parsing)0
Distilling Neural Networks for Greener and Faster Dependency Parsing0
Are All Languages Created Equal in Multilingual BERT?Code0
Treebank Embedding Vectors for Out-of-domain Dependency ParsingCode0
Recognizing Sentence-level Logical Document Structures with the Help of Context-free Grammars0
Can Multilingual Language Models Transfer to an Unseen Dialect? A Case Study on North African Arabizi0
OFrLex: A Computational Morphological and Syntactic Lexicon for Old French0
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
French Contextualized Word-Embeddings with a sip of CaBeRnet: a New French Balanced Reference Corpus0
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers0
A Tale of Three Parsers: Towards Diagnostic Evaluation for Meaning Representation Parsing0
Adaptation of Deep Bidirectional Transformers for Afrikaans Language0
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
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 RefinementCode0
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
A Hybrid Approach to Dependency Parsing: Combining Rules and Morphology with Deep Learning0
Discontinuous Constituent Parsing with Pointer NetworksCode0
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
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