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
Semantic Role Labeling as Syntactic Dependency ParsingCode1
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
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue SystemsCode1
Adversarial Attack and Defense of Structured Prediction ModelsCode1
Linguistic Structure Guided Context Modeling for Referring Image SegmentationCode1
fastHan: A BERT-based Multi-Task Toolkit for Chinese NLPCode1
Fast and Accurate Neural CRF Constituency ParsingCode1
Semi-Supervised Semantic Dependency Parsing Using CRF AutoencodersCode1
Enhanced Universal Dependency Parsing with Second-Order Inference and Mixture of Training DataCode1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLPCode1
Transition-based Semantic Dependency Parsing with Pointer NetworksCode1
Named Entity Recognition as Dependency ParsingCode1
Efficient Second-Order TreeCRF for Neural Dependency ParsingCode1
Massively Multilingual Sparse Word RepresentationsCode1
Spatial Dependency Parsing for Semi-Structured Document Information ExtractionCode1
UDapter: Language Adaptation for Truly Universal Dependency ParsingCode1
Stanza: A Python Natural Language Processing Toolkit for Many Human LanguagesCode1
Universal Function Approximation on GraphsCode1
PhoBERT: Pre-trained language models for VietnameseCode1
Resources for Turkish Dependency Parsing: Introducing the BOUN Treebank and the BoAT Annotation ToolCode1
From English To Foreign Languages: Transferring Pre-trained Language ModelsCode1
Parsing as PretrainingCode1
K-Adapter: Infusing Knowledge into Pre-Trained Models with AdaptersCode1
Structure-Invariant Testing for Machine TranslationCode1
Second-Order Semantic Dependency Parsing with End-to-End Neural NetworksCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
75 Languages, 1 Model: Parsing Universal Dependencies UniversallyCode1
SciBERT: A Pretrained Language Model for Scientific TextCode1
Viable Dependency Parsing as Sequence LabelingCode1
From POS tagging to dependency parsing for biomedical event extractionCode1
Stack-Pointer Networks for Dependency ParsingCode1
Scene Graph Parsing as Dependency ParsingCode1
Deep Biaffine Attention for Neural Dependency ParsingCode1
A Deep Architecture for Non-Projective Dependency ParsingCode1
Transition-Based Dependency Parsing with Stack Long Short-Term MemoryCode1
The CoNLL-2014 Shared Task on Grammatical Error CorrectionCode1
Step-by-step Instructions and a Simple Tabular Output Format Improve the Dependency Parsing Accuracy of LLMsCode0
UD-KSL Treebank v1.3: A semi-automated framework for aligning XPOS-extracted units with UPOS tags0
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing0
Dependency Parsing is More Parameter-Efficient with Normalization0
CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language0
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)0
Semantic-based Unsupervised Framing Analysis (SUFA): A Novel Approach for Computational Framing Analysis0
Hierarchical Bracketing Encodings for Dependency Parsing as TaggingCode0
Computational Identification of Regulatory Statements in EU Legislation0
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis0
Foundations and Evaluations in NLP0
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