- QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering
- DAGN: Discourse-Aware Graph Network for Logical Reasoning
- Breadth First Reasoning Graph for Multi-hop Question Answering
- RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion
- Edge: Enriching Knowledge Graph Embeddings with External Text
- Knowledge Router: Learning Disentangled Representations for Knowledge Graphs
- Integrating Lexical Information into Entity Neighbourhood Representations for Relation Prediction
- Heterogeneous Graph Neural Networks for Concept Prerequisite Relation Learning in Educational Data
- Incorporating Syntax and Semantics in Coreference Resolution with Heterogeneous Graph Attention Network
- AMR Parsing with Action-Pointer Transformer
- Abstract Meaning Representation Guided Graph Encoding and Decoding for Joint Information Extraction
- Cross-Task Instance Representation Interactions and Label Dependencies for Joint Information Extraction with Graph Convolutional Networks
- Counterfactual Supporting Facts Extraction for Explainable Medical Record Based Diagnosis with Graph Network
- Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network
- Context Tracking Network: Graph-based Context Modeling for Implicit Discourse Relation Recognition
- Event Time Extraction and Propagation via Graph Attention Networks
- Graph Convolutional Networks for Event Causality Identification with Rich Document-level Structures
- Enhancing Factual Consistency of Abstractive Summarization
- Efficiently Summarizing Text and Graph Encodings of Multi-Document Clusters
- Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs
- Graph Ensemble Learning over Multiple Dependency Trees for Aspect-level Sentiment Classification
- Aspect-based Sentiment Analysis with Type-aware Graph Convolutional Networks and Layer Ensemble
- A Unified Span-Based Approach for Opinion Mining with Syntactic Constituents
- Suicide Ideation Detection via Social and Temporal User Representations using Hyperbolic Learning
- Inductive Topic Variational Graph Auto-Encoder for Text Classification
- ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser
- MTAG: Modal-Temporal Attention Graph for Unaligned Human Multimodal Language Sequences
- Modeling Human Mental States with an Entity-based Narrative Graph