- Nested Named Entity Recognition with Span-level Graphs
- Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing
- An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism
- Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning
- Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment
- Enhancing Chinese Pre-trained Language Model via Heterogeneous Linguistics Graph
- HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations
- Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking
- KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering
- Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering
- Hypergraph Transformer: Weakly-Supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering
- Modeling Temporal-Modal Entity Graph for Procedural Multimodal Machine Comprehension
- Tracing Origins: Coreference-aware Machine Reading Comprehension
- AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension
- Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis
- Direct parsing to sentiment graphs
- Discrete Opinion Tree Induction for Aspect-based Sentiment Analysis
- Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction
- FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction
- Modeling U.S. State-Level Policies by Extracting Winners and Losers from Legislative Texts
- Graph Enhanced Contrastive Learning for Radiology Findings Summarization
- Keywords and Instances: A Hierarchical Contrastive Learning Framework Unifying Hybrid Granularities for Text Generation
- JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance Detection
- Continual Pre-training of Language Models for Math Problem Understanding with Syntax-Aware Memory Network
- LinkBERT: Pretraining Language Models with Document Links
- Graph Pre-training for AMR Parsing and Generation
- Variational Graph Autoencoding as Cheap Supervision for AMR Coreference Resolution
- Tackling Fake News Detection by Continually Improving Social Context Representations using Graph Neural Networks
- Guided Attention Multimodal Multitask Financial Forecasting with Inter-Company Relationships and Global and Local News