- HittER: Hierarchical Transformers for Knowledge Graph Embeddings
- CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs
- Temporal Knowledge Graph Forecasting with Neural ODE
- Interactive Machine Comprehension with Dynamic Knowledge Graphs
- STaCK: Sentence Ordering with Temporal Commonsense Knowledge
- Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs
- Adversarial Attack against Cross-lingual Knowledge Graph Alignment
- From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment
- ActiveEA: Active Learning for Neural Entity Alignment
- Mathematical Word Problem Generation from Commonsense Knowledge Graph and Equations
- GraphMR: Graph Neural Network for Mathematical Reasoning
- Heterogeneous Graph Neural Networks for Keyphrase Generation
- Beyond Text: Incorporating Metadata and Label Structure for Multi-Label Document Classification using Heterogeneous Graphs
- Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification
- Knowledge-Aware Meta-learning for Low-Resource Text Classification
- Weakly-supervised Text Classification Based on Keyword Graph
- Deep Attention Diffusion Graph Neural Networks for Text Classification
- Hierarchical Multi-label Text Classification with Horizontal and Vertical Category Correlations
- Classification of hierarchical text using geometric deep learning: the case of clinical trials corpus
- Graph Based Network with Contextualized Representations of Turns in Dialogue
- Thinking Clearly, Talking Fast: Concept-Guided Non-Autoregressive Generation for Open-Domain Dialogue Systems
- Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking
- CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation
- Neural Path Hunter: Reducing Hallucination in Dialogue Systems via Path Grounding
- EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning
- Multiplex Graph Neural Network for Extractive Text Summarization
- HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive Summarization
- SgSum:Transforming Multi-document Summarization into Sub-graph Selection
- Timeline Summarization based on Event Graph Compression via Time-Aware Optimal Transport
- Integrating Semantic Scenario and Word Relations for Abstractive Sentence Summarization
- Future is not One-dimensional: Graph Modeling based Complex Event Schema Induction for Event Prediction
- Event Graph based Sentence Fusion
- A Graph-Based Neural Model for End-to-End Frame Semantic Parsing
- CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling
- Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge
- Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer
- BERT4GCN: Using BERT Intermediate Layers to Augment GCN for Aspect-based Sentiment Classification
- An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction
- A Differentiable Relaxation of Graph Segmentation and Alignment for AMR Parsing
- Structural Adapters in Pretrained Language Models for AMR-to-Text Generation
- Relation Extraction with Word Graphs from N-grams
- Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph
- Iterative GNN-based Decoder for Question Generation
- Think about it! Improving defeasible reasoning by first modeling the question scenario
- Relation-aware Video Reading Comprehension for Temporal Language Grounding
- Learning grounded word meaning representations on similarity graphs
- Graphine: A Dataset for Graph-aware Terminology Definition Generation
- Document Graph for Neural Machine Translation
- Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification
- Integrating Personalized PageRank into Neural Word Sense Disambiguation
- Fine-grained Entity Typing via Label Reasoning
- Structure-Augmented Keyphrase Generation
- Rumor Detection on Twitter with Claim-Guided Hierarchical Graph Attention Networks
- HRKD: Hierarchical Relational Knowledge Distillation for Cross-domain Language Model Compression
- SpellBERT: A Lightweight Pretrained Model for Chinese Spelling Check
- Improving Graph-based Sentence Ordering with Iteratively Predicted Pairwise Orderings