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 51100 of 1407 papers

TitleStatusHype
The CoNLL-2014 Shared Task on Grammatical Error CorrectionCode1
Trankit: A Light-Weight Transformer-based Toolkit for Multilingual Natural Language ProcessingCode1
Transition-Based Dependency Parsing with Stack Long Short-Term MemoryCode1
Transition-based Semantic Dependency Parsing with Pointer NetworksCode1
Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure ParsingCode1
Unsupervised Dependency Graph NetworkCode1
VICTR: Visual Information Captured Text Representation for Text-to-Image Multimodal TasksCode1
VICTR: Visual Information Captured Text Representation for Text-to-Vision Multimodal TasksCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Semantic Role Labeling as Syntactic Dependency ParsingCode1
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP TasksCode1
Resources for Turkish Dependency Parsing: Introducing the BOUN Treebank and the BoAT Annotation ToolCode1
75 Languages, 1 Model: Parsing Universal Dependencies UniversallyCode1
A Unifying Theory of Transition-based and Sequence Labeling ParsingCode1
Adversarial Attack and Defense of Structured Prediction ModelsCode1
A Root of a Problem: Optimizing Single-Root Dependency ParsingCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
Bracketing Encodings for 2-Planar Dependency ParsingCode1
Center-Embedding and Constituency in the Brain and a New Characterization of Context-Free LanguagesCode1
Climbing the Tower of Treebanks: Improving Low-Resource Dependency Parsing via Hierarchical Source SelectionCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
Deep Biaffine Attention for Neural Dependency ParsingCode1
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
Does syntax matter? A strong baseline for Aspect-based Sentiment Analysis with RoBERTaCode1
Efficient Second-Order TreeCRF for Neural Dependency ParsingCode1
ELIT: Emory Language and Information ToolkitCode1
Enhancing Aspect-level Sentiment Analysis with Word DependenciesCode1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
CQE: A Comprehensive Quantity ExtractorCode1
Applying Occam's Razor to Transformer-Based Dependency Parsing: What Works, What Doesn't, and What is Really NecessaryCode1
From POS tagging to dependency parsing for biomedical event extractionCode1
Headed-Span-Based Projective Dependency ParsingCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
KLUE: Korean Language Understanding EvaluationCode1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Massively Multilingual Sparse Word RepresentationsCode1
Second-Order Semantic Dependency Parsing with End-to-End Neural NetworksCode1
On Finding the K-best Non-projective Dependency TreesCode1
PALMYRA 2.0: A Configurable Multilingual Platform Independent Tool for Morphology and Syntax AnnotationCode1
AMR Dependency Parsing with a Typed Semantic Algebra0
Adventures in Multilingual Parsing0
Active Learning for Dependency Parsing by A Committee of Parsers0
A Morphology-Based Investigation of Positional Encodings0
A method for in-depth comparative evaluation: How (dis)similar are outputs of pos taggers, dependency parsers and coreference resolvers really?0
A non-DNN Feature Engineering Approach to Dependency Parsing -- FBAML at CoNLL 2017 Shared Task0
Ambiguity-aware Ensemble Training for Semi-supervised Dependency Parsing0
Alpage: Transition-based Semantic Graph Parsing with Syntactic Features0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing0
A Cross-Task Flexible Transition Model for Arabic Tokenization, Affix Detection, Affix Labeling, POS Tagging, and Dependency Parsing0
A Discriminative Graph-Based Parser for the Abstract Meaning Representation0
Show:102550
← PrevPage 2 of 29Next →

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