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

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Showing 1–50 of 1407 papers

TitleStatusHype
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 tags—0
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing—0
Dependency Parsing is More Parameter-Efficient with Normalization—0
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)—0
CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language—0
Semantic-based Unsupervised Framing Analysis (SUFA): A Novel Approach for Computational Framing Analysis—0
Hierarchical Bracketing Encodings for Dependency Parsing as TaggingCode0
Computational Identification of Regulatory Statements in EU Legislation—0
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis—0
Foundations and Evaluations in NLP—0
Enhancing Korean Dependency Parsing with Morphosyntactic Features—0
A Systematic Comparison of Syntactic Representations of Dependency Parsing—0
An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency StructureCode0
Implicit Word Reordering with Knowledge Distillation for Cross-Lingual Dependency Parsing—0
Dependency Parsing with the Structuralized Prompt Template—0
Non-Euclidean Hierarchical Representational Learning using Hyperbolic Graph Neural Networks for Environmental Claim Detection—0
Language Complexity Measurement as a Noisy Zero-Shot Proxy for Evaluating LLM Performance—0
Multi-View Attention Syntactic Enhanced Graph Convolutional Network for Aspect-based Sentiment AnalysisCode0
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter—0
Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement—0
Building Foundations for Natural Language Processing of Historical Turkish: Resources and Models—0
Attending To Syntactic Information In Biomedical Event Extraction Via Graph Neural Networks—0
SmartSpatial: Enhancing the 3D Spatial Arrangement Capabilities of Stable Diffusion Models and Introducing a Novel 3D Spatial Evaluation Framework—0
Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation BenchmarkCode0
A Fusion Approach of Dependency Syntax and Sentiment Polarity for Feature Label Extraction in Commodity Reviews—0
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution—0
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency ParsingCode0
Evaluating Pixel Language Models on Non-Standardized Languages—0
GR-NLP-TOOLKIT: An Open-Source NLP Toolkit for Modern GreekCode2
An Attempt to Develop a Neural Parser based on Simplified Head-Driven Phrase Structure Grammar on Vietnamese—0
Dependency Graph Parsing as Sequence LabelingCode0
Tracing the Development of the Virtual Particle Concept Using Semantic Change DetectionCode0
Integrating Supertag Features into Neural Discontinuous Constituent ParsingCode0
CSSL: Contrastive Self-Supervised Learning for Dependency Parsing on Relatively Free Word Ordered and Morphologically Rich Low Resource Languages—0
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP TasksCode1
Triplètoile: Extraction of Knowledge from Microblogging Text—0
Revisiting the Phenomenon of Syntactic Complexity Convergence on German Dialogue Data—0
Textless Dependency Parsing by Labeled Sequence PredictionCode0
Revisiting Structured Sentiment Analysis as Latent Dependency Graph Parsing—0
A Syntax-Injected Approach for Faster and More Accurate Sentiment AnalysisCode0
Growing Trees on Sounds: Assessing Strategies for End-to-End Dependency Parsing of SpeechCode0
Open-Source Web Service with Morphological Dictionary-Supplemented Deep Learning for Morphosyntactic Analysis of CzechCode3
Learning Language Structures through Grounding—0
Urdu Dependency Parsing and Treebank Development: A Syntactic and Morphological Perspective—0
A Generative Marker Enhanced End-to-End Framework for Argument Mining—0
Character-Level Chinese Dependency Parsing via Modeling Latent Intra-Word StructureCode0
Thai Universal Dependency Treebank—0
LyS at SemEval-2024 Task 3: An Early Prototype for End-to-End Multimodal Emotion Linking as Graph-Based ParsingCode0
Modeling Orthographic Variation in Occitan's Dialects—0
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All datasetsPenn TreebankUniversal DependenciesGENIA - LASGENIA - UASTweebankCoNLL-2009French GSDParTUTSequoia TreebankSpoken CorpusChinese TreebankDaNE

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Label Attention Layer + HPSG + XLNetLAS96.26—Unverified
2DMPar + XLNetLAS95.92—Unverified
3ACELAS95.8—Unverified
4Deep Biaffine + RoBERTaLAS95.75—Unverified
5HPSG Parser (Joint) + XLNetLAS95.72—Unverified
6MFVILAS95.34—Unverified
7CVT + Multi-TaskLAS95.02—Unverified
8RNG TransformerLAS95.01—Unverified
9SpanRelLAS94.7—Unverified
10CRFParLAS94.49—Unverified
#ModelMetricClaimedVerifiedStatus
1UDPipe 2.0 + mBERT + FLAIRLAS84.6—Unverified
2UDifyLAS80.43—Unverified
3HIT-SCIRLAS75.84—Unverified
4Stanford+LAS74.16—Unverified
5TurkuNLPLAS73.28—Unverified
6UDPipe 2.0LAS73.11—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF191.92—Unverified
2SciBERT (SciVocab)F191.41—Unverified
3SciBERT (Base Vocab)F191.26—Unverified
#ModelMetricClaimedVerifiedStatus
1BiLSTM-CRFF192.84—Unverified
2SciBERT (SciVocab)F192.46—Unverified
3SciBERT (Base Vocab)F192.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SuPar-BERTweetLabelled Attachment Score83.4—Unverified
2Ensemble (20)Labelled Attachment Score79.4—Unverified
3spaCy-XLM-RoBERTaLabelled Attachment Score79.39—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS86.52—Unverified
2Biaffine ParserLAS85.38—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.47—Unverified
2UDifyLAS91.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS92.9—Unverified
2UDifyLAS88.06—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS94.39—Unverified
2UDifyLAS90.05—Unverified
#ModelMetricClaimedVerifiedStatus
1CamemBERTLAS81.37—Unverified
2UDifyLAS80.01—Unverified
#ModelMetricClaimedVerifiedStatus
1MFVILAS91.69—Unverified
#ModelMetricClaimedVerifiedStatus
1da_dacy_large_tftLAS88.44—Unverified
#ModelMetricClaimedVerifiedStatus
1CRFParLAS72.33—Unverified
#ModelMetricClaimedVerifiedStatus
1StanzaMacro F181.13—Unverified