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Dependency Parsing
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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).
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
UD-KSL Treebank v1.3: A semi-automated framework for aligning XPOS-extracted units with UPOS tags
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing
Dependency Parsing is More Parameter-Efficient with Normalization
FiLLM -- A Filipino-optimized Large Language Model based on Southeast Asia Large Language Model (SEALLM)
CrosGrpsABS: Cross-Attention over Syntactic and Semantic Graphs for Aspect-Based Sentiment Analysis in a Low-Resource Language
Semantic-based Unsupervised Framing Analysis (SUFA): A Novel Approach for Computational Framing Analysis
Hierarchical Bracketing Encodings for Dependency Parsing as Tagging
Computational Identification of Regulatory Statements in EU Legislation
Dependency Structure Augmented Contextual Scoping Framework for Multimodal Aspect-Based Sentiment Analysis
Foundations and Evaluations in NLP
Enhancing Korean Dependency Parsing with Morphosyntactic Features
A Systematic Comparison of Syntactic Representations of Dependency Parsing
An Aspect Extraction Framework using Different Embedding Types, Learning Models, and Dependency Structure
Dependency Parsing with the Structuralized Prompt Template
Implicit Word Reordering with Knowledge Distillation for Cross-Lingual Dependency Parsing
Non-Euclidean Hierarchical Representational Learning using Hyperbolic Graph Neural Networks for Environmental Claim Detection
Language Complexity Measurement as a Noisy Zero-Shot Proxy for Evaluating LLM Performance
Multi-View Attention Syntactic Enhanced Graph Convolutional Network for Aspect-based Sentiment Analysis
Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Experimental Setups Matter
Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement
Building Foundations for Natural Language Processing of Historical Turkish: Resources and Models
Attending To Syntactic Information In Biomedical Event Extraction Via Graph Neural Networks
SmartSpatial: Enhancing the 3D Spatial Arrangement Capabilities of Stable Diffusion Models and Introducing a Novel 3D Spatial Evaluation Framework
Top General Performance = Top Domain Performance? DomainCodeBench: A Multi-domain Code Generation Benchmark
A Fusion Approach of Dependency Syntax and Sentiment Polarity for Feature Label Extraction in Commodity Reviews
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution
Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing
Evaluating Pixel Language Models on Non-Standardized Languages
GR-NLP-TOOLKIT: An Open-Source NLP Toolkit for Modern Greek
An Attempt to Develop a Neural Parser based on Simplified Head-Driven Phrase Structure Grammar on Vietnamese
Dependency Graph Parsing as Sequence Labeling
Tracing the Development of the Virtual Particle Concept Using Semantic Change Detection
Integrating Supertag Features into Neural Discontinuous Constituent Parsing
CSSL: Contrastive Self-Supervised Learning for Dependency Parsing on Relatively Free Word Ordered and Morphologically Rich Low Resource Languages
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP Tasks
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