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 150 of 1407 papers

TitleStatusHype
N-LTP: An Open-source Neural Language Technology Platform for ChineseCode3
Open-Source Web Service with Morphological Dictionary-Supplemented Deep Learning for Morphosyntactic Analysis of CzechCode3
GR-NLP-TOOLKIT: An Open-Source NLP Toolkit for Modern GreekCode2
DadmaTools: Natural Language Processing Toolkit for Persian LanguageCode2
A Practical Chinese Dependency Parser Based on A Large-scale DatasetCode2
Named Entity Recognition as Dependency ParsingCode1
Hexatagging: Projective Dependency Parsing as TaggingCode1
KLUE: Korean Language Understanding EvaluationCode1
Applying Occam's Razor to Transformer-Based Dependency Parsing: What Works, What Doesn't, and What is Really NecessaryCode1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
Center-Embedding and Constituency in the Brain and a New Characterization of Context-Free LanguagesCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Massively Multilingual Sparse Word RepresentationsCode1
MicroBERT: Effective Training of Low-resource Monolingual BERTs through Parameter Reduction and Multitask LearningCode1
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue SystemsCode1
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTaCode1
Dependency Parsing as MRC-based Span-Span PredictionCode1
Dual Graph Convolutional Networks for Aspect-based Sentiment AnalysisCode1
ELIT: Emory Language and Information ToolkitCode1
Enhancing Aspect-level Sentiment Analysis with Word DependenciesCode1
From English To Foreign Languages: Transferring Pre-trained Language ModelsCode1
From POS tagging to dependency parsing for biomedical event extractionCode1
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP TasksCode1
Headed-Span-Based Projective Dependency ParsingCode1
Bracketing Encodings for 2-Planar Dependency ParsingCode1
HuSpaCy: an industrial-strength Hungarian natural language processing toolkitCode1
Linguistic Structure Guided Context Modeling for Referring Image SegmentationCode1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
calamanCy: A Tagalog Natural Language Processing ToolkitCode1
Combining (second-order) graph-based and headed-span-based projective dependency parsingCode1
Climbing the Tower of Treebanks: Improving Low-Resource Dependency Parsing via Hierarchical Source SelectionCode1
Controlling Hallucinations at Word Level in Data-to-Text GenerationCode1
75 Languages, 1 Model: Parsing Universal Dependencies UniversallyCode1
Adversarial Attack and Defense of Structured Prediction ModelsCode1
Deep Biaffine Attention for Neural Dependency ParsingCode1
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
Annotating the Tweebank Corpus on Named Entity Recognition and Building NLP Models for Social Media AnalysisCode1
A Unifying Theory of Transition-based and Sequence Labeling ParsingCode1
Efficient Second-Order TreeCRF for Neural Dependency ParsingCode1
Enhanced Universal Dependency Parsing with Second-Order Inference and Mixture of Training DataCode1
A Root of a Problem: Optimizing Single-Root Dependency ParsingCode1
Fast and Accurate Neural CRF Constituency ParsingCode1
fastHan: A BERT-based Multi-Task Toolkit for Chinese NLPCode1
A Deep Architecture for Non-Projective Dependency ParsingCode1
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRsCode1
CQE: A Comprehensive Quantity ExtractorCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment AnalysisCode1
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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