- Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion?
- Double-Branch Multi-Attention based Graph Neural Network for Knowledge Graph Completion
- Multilingual Knowledge Graph Completion with Language-Sensitive Multi-Graph Attention
- Simple Augmentations of Logical Rules for Neuro-Symbolic Knowledge Graph Completion
- HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level
- Dense-ATOMIC: Towards Densely-connected ATOMIC with High Knowledge Coverage and Massive Multi-hop Paths
- Knowledgeable Parameter Efficient Tuning Network for Commonsense Question Answering
- Dynamic Heterogeneous-Graph Reasoning with Language Models and Knowledge Representation Learning for Commonsense Question Answering
- Single Sequence Prediction over Reasoning Graphs for Multi-hop QA
- Counterfactual Multihop QA: A Cause-Effect Approach for Reducing Disconnected Reasoning
- History Semantic Graph Enhanced Conversational KBQA with Temporal Information Modeling
- Learning Latent Relations for Temporal Knowledge Graph Reasoning
- Holistic Prediction on a Time-Evolving Attributed Graph
- TECHS: Temporal Logical Graph Networks for Explainable Extrapolation Reasoning
- IM-TQA: A Chinese Table Question Answering Dataset with Implicit and Multi-type Table Structures
- CATS: A Pragmatic Chinese Answer-to-Sequence Dataset with Large Scale and High Quality
- Enhancing Dialogue Generation via Dynamic Graph Knowledge Aggregation
- Dialogue Summarization with Static-Dynamic Structure Fusion Graph
- Dual Class Knowledge Propagation Network for Multi-label Few-shot Intent Detection
- GIFT: Graph-Induced Fine-Tuning for Multi-Party Conversation Understanding
- TREA: Tree-Structure Reasoning Schema for Conversational Recommendation
- CASE: Aligning Coarse-to-Fine Cognition and Affection for Empathetic Response Generation
- DualGATs: Dual Graph Attention Networks for Emotion Recognition in Conversations
- A Cross-Modality Context Fusion and Semantic Refinement Network for Emotion Recognition in Conversation
- A Novel Table-to-Graph Generation Approach for Document-Level Joint Entity and Relation Extraction
- Linguistic representations for fewer-shot relation extraction across domains
- Information Screening whilst Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling
- FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction
- Joint Constrained Learning with Boundary-adjusting for Emotion-Cause Pair Extraction
- DiSCoMaT: Distantly Supervised Composition Extraction from Tables in Materials Science Articles
- Trading Syntax Trees for Wordpieces: Target-oriented Opinion Words Extraction with Wordpieces and Aspect Enhancement
- Constrained Tuple Extraction with Interaction-Aware Network
- An AMR-based Link Prediction Approach for Document-level Event Argument Extraction
- Evaluate AMR Graph Similarity via Self-supervised Learning
- Semantic Structure Enhanced Event Causality Identification
- CHEER: Centrality-aware High-order Event Reasoning Network for Document-level Event Causality Identification
- Modeling Structural Similarities between Documents for Coherence Assessment with Graph Convolutional Networks
- KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding
- Patton: Language Model Pretraining on Text-Rich Networks
- Exploring and Verbalizing Academic Ideas by Concept Co-occurrence
- HiPool: Modeling Long Documents Using Graph Neural Networks
- Transforming Visual Scene Graphs to Image Captions
- Scene Graph as Pivoting: Inference-time Image-free Unsupervised Multimodal Machine Translation with Visual Scene Hallucination
- Generating Visual Spatial Description via Holistic 3D Scene Understanding
- Just Like a Human Would, Direct Access to Sarcasm Augmented with Potential Result and Reaction
- Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation
- Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation Learning
- ORGAN: Observation-Guided Radiology Report Generation via Tree Reasoning
- Helping a Friend or Supporting a Cause? Disentangling Active and Passive Cosponsorship in the U.S. Congress
- Peer-Label Assisted Hierarchical Text Classification
- Enhancing Language Representation with Constructional Information for Natural Language Understanding
- Curriculum Learning for Graph Neural Networks: A Multiview Competence-based Approach
- Cross2StrA: Unpaired Cross-lingual Image Captioning with Cross-lingual Cross-modal Structure-pivoted Alignment
- BIC: Twitter Bot Detection with Text-Graph Interaction and Semantic Consistency
- Graph-based Relation Mining for Context-free Out-of-vocabulary Word Embedding Learning