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 351400 of 1407 papers

TitleStatusHype
Structural Knowledge Distillation: Tractably Distilling Information for Structured PredictorCode0
Automated Concatenation of Embeddings for Structured PredictionCode1
Second-Order Neural Dependency Parsing with Message Passing and End-to-End TrainingCode1
VICTR: Visual Information Captured Text Representation for Text-to-Image Multimodal TasksCode1
Please Mind the Root: Decoding Arborescences for Dependency ParsingCode1
Pareto Probing: Trading Off Accuracy for ComplexityCode0
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue SystemsCode1
A Survey of Unsupervised Dependency Parsing0
Adversarial Attack and Defense of Structured Prediction ModelsCode1
A Joint Model for Graph-based Chinese Dependency Parsing0
Reusable Phrase Extraction Based on Syntactic Parsing0
基于图神经网络的汉语依存分析和语义组合计算联合模型(Joint Learning Chinese Dependency Parsing and Semantic Composition based on Graph Neural Network)0
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
Cross-Lingual Dependency Parsing via Self-Training0
联合依存分析的汉语语义组合模型(Chinese Semantic Composition Model with Dependency Parsing)0
Cross-Lingual Domain Adaptation for Dependency Parsing0
Linguistic Structure Guided Context Modeling for Referring Image SegmentationCode1
Parsing with Multilingual BERT, a Small Corpus, and a Small TreebankCode0
N-LTP: An Open-source Neural Language Technology Platform for ChineseCode3
fastHan: A BERT-based Multi-Task Toolkit for Chinese NLPCode1
Fast semantic parsing with well-typedness guarantees0
A Practical Chinese Dependency Parser Based on A Large-scale DatasetCode2
Fast and Accurate Neural CRF Constituency ParsingCode1
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
Hybrid Enhanced Universal Dependencies Parsing0
Adaptation of Multilingual Transformer Encoder for Robust Enhanced Universal Dependency Parsing0
Linear Neural Parsing and Hybrid Enhancement for Enhanced Universal Dependencies0
CopyBERT: A Unified Approach to Question Generation with Self-Attention0
Semi-supervised Parsing with a Variational Autoencoding Parser0
Semi-Supervised Semantic Dependency Parsing Using CRF AutoencodersCode1
Evaluating and Enhancing the Robustness of Neural Network-based Dependency Parsing Models with Adversarial Examples0
Transition-based Semantic Dependency Parsing with Pointer Networks0
Building a User-Generated Content North-African Arabizi Treebank: Tackling Hell0
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
Enhanced Universal Dependency Parsing with Second-Order Inference and Mixture of Training DataCode1
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
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Transition-based Semantic Dependency Parsing with Pointer NetworksCode1
Are All Languages Created Equal in Multilingual BERT?0
Named Entity Recognition as Dependency ParsingCode1
Efficient Second-Order TreeCRF for Neural Dependency ParsingCode1
Treebank Embedding Vectors for Out-of-domain Dependency ParsingCode0
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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