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Graph Neural Networks

4,495 papers

Papers per year

Papers

Classification of hierarchical text using geometric deep learning: the case of clinical trials corpus EMNLP 2021
Semantic Novelty Detection in Natural Language Descriptions EMNLP 2021
EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning EMNLP 2021
Heterogeneous Graph Neural Networks for Keyphrase Generation EMNLP 2021
Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification EMNLP 2021
GraphMR: Graph Neural Network for Mathematical Reasoning EMNLP 2021
Graphine: A Dataset for Graph-aware Terminology Definition Generation EMNLP 2021
A Graph-Based Neural Model for End-to-End Frame Semantic Parsing EMNLP 2021
Relation-aware Video Reading Comprehension for Temporal Language Grounding EMNLP 2021
SgSum:Transforming Multi-document Summarization into Sub-graph Selection EMNLP 2021
Event Graph based Sentence Fusion EMNLP 2021
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs EMNLP 2021
Learning grounded word meaning representations on similarity graphs EMNLP 2021
Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer EMNLP 2021
Aligning Actions Across Recipe Graphs EMNLP 2021
Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking EMNLP 2021
Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework EMNLP 2021
Deep Attention Diffusion Graph Neural Networks for Text Classification EMNLP 2021
Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs EMNLP 2021
Document Graph for Neural Machine Translation EMNLP 2021
STaCK: Sentence Ordering with Temporal Commonsense Knowledge EMNLP 2021
Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge Graphs EMNLP 2021
An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction EMNLP 2021
BERT4GCN: Using BERT Intermediate Layers to Augment GCN for Aspect-based Sentiment Classification EMNLP 2021
UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference EMNLP 2021