- Low-Dimensional Hyperbolic Knowledge Graph Embeddings
- ReInceptionE: Relation-Aware Inception Network with Joint Local-Global Structural Information for Knowledge Graph Embedding
- Neighborhood Matching Network for Entity Alignment
- Heterogeneous Graph Transformer for Graph-to-Sequence Learning
- Heterogeneous Graph Neural Networks for Extractive Document Summarization
- Discourse-Aware Neural Extractive Text Summarization
- Knowledge Graph-Augmented Abstractive Summarization with Semantic-Driven Cloze Reward
- Leveraging Graph to Improve Abstractive Multi-Document Summarization
- Hierarchy-Aware Global Model for Hierarchical Text Classification
- Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks
- Relational Graph Attention Network for Aspect-based Sentiment Analysis
- KinGDOM: Knowledge-Guided DOMain Adaptation for Sentiment Analysis
- Syntax-Aware Opinion Role Labeling with Dependency Graph Convolutional Networks
- Enhancing Cross-target Stance Detection with Transferable Semantic-Emotion Knowledge
- Effective Inter-Clause Modeling for End-to-End Emotion-Cause Pair Extraction
- Integrating Semantic and Structural Information with Graph Convolutional Network for Controversy Detection
- Aspect Sentiment Classification with Document-level Sentiment Preference Modeling
- Dependency Graph Enhanced Dual-transformer Structure for Aspect-based Sentiment Classification
- Reasoning Over Semantic-Level Graph for Fact Checking
- LogicalFactChecker: Leveraging Logical Operations for Fact Checking with Graph Module Network
- Fine-grained Fact Verification with Kernel Graph Attention Network
- ZeroShotCeres: Zero-Shot Relation Extraction from Semi-Structured Webpages
- Reasoning with Latent Structure Refinement for Document-Level Relation Extraction
- Entity-Aware Dependency-Based Deep Graph Attention Network for Comparative Preference Classification
- Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs
- Response-Anticipated Memory for On-Demand Knowledge Integration in Response Generation
- Semantic Graphs for Generating Deep Questions
- Learning to Ask More: Semi-Autoregressive Sequential Question Generation under Dual-Graph Interaction
- Structural Information Preserving for Graph-to-Text Generation
- Bridging the Structural Gap Between Encoding and Decoding for Data-To-Text Generation
- Line Graph Enhanced AMR-to-Text Generation with Mix-Order Graph Attention Networks
- AMR Parsing with Latent Structural Information
- Improving Image Captioning with Better Use of Caption
- A Novel Graph-based Multi-modal Fusion Encoder for Neural Machine Translation
- Multimodal Neural Graph Memory Networks for Visual Question Answering
- Aligned Dual Channel Graph Convolutional Network for Visual Question Answering
- Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension
- Premise Selection in Natural Language Mathematical Texts
- Graph-to-Tree Learning for Solving Math Word Problems
- HyperCore: Hyperbolic and Co-graph Representation for Automatic ICD Coding
- Amalgamation of protein sequence, structure and textual information for improving protein-protein interaction identification
- Distinguish Confusing Law Articles for Legal Judgment Prediction
- Understanding the Language of Political Agreement and Disagreement in Legislative Texts
- SpellGCN: Incorporating Phonological and Visual Similarities into Language Models for Chinese Spelling Check
- Neural Graph Matching Networks for Chinese Short Text Matching
- Bipartite Flat-Graph Network for Nested Named Entity Recognition
- Learning to Tag OOV Tokens by Integrating Contextual Representation and Background Knowledge
- A Graph Auto-encoder Model of Derivational Morphology
- Autoencoding Keyword Correlation Graph for Document Clustering
- Graph Neural News Recommendation with Unsupervised Preference Disentanglement
- GCAN: Graph-aware Co-Attention Networks for Explainable Fake News Detection on Social Media
- Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics
- Interpreting Twitter User Geolocation
- Taxonomy Construction of Unseen Domains via Graph-based Cross-Domain Knowledge Transfer
- Neural Reranking for Dependency Parsing: An Evaluation
- Parsing into Variable-in-situ Logico-Semantic Graphs
- DRTS Parsing with Structure-Aware Encoding and Decoding