This repo is to provide a list of literature regarding Deep Learning on Graphs for NLP
-
-
-
[ICLR-20] DYNAMICALLY PRUNED MESSAGE PASSING NETWORKS FOR LARGE-SCALE KNOWLEDGE GRAPH REASONING
[ICML-20] Inductive Relation Prediction by Subgraph Reasoning
[ICML-20] Inductive Relation Prediction by Subgraph Reasoning
[EMNLP-20] TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion
[AAAI-20] Commonsense Knowledge Base Completion with Structural and Semantic Context
[AAAI-20] Relational Graph Neural Network with Hierarchical Attention for Knowledge Graph Completion
-
[IJCAI-19] Robust Embedding with Multi-Level Structures for Link Prediction
[AAAI-19] End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion
[ACL-19] Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs
[ACL-19] A2N: Attending to Neighbors for Knowledge Graph Inference
[ACL-19] Multi-Channel Graph Neural Network for Entity Alignment
[ACL-19] Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs
-
[ESWC-18] Modeling Relational Data with Graph Convolutional Networks
-
-
-
[EMNLP-20] Knowledge Graph Alignment with Entity-Pair Embedding
[AAAI-20] Knowledge Graph Alignment Network with Gated Multi-Hop Neighborhood Aggregation
[AAAI-20] Coordinated Reasoning for Cross-Lingual Knowledge Graph Alignment
-
[IJCAI-19] Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs
[ACL-19] Multi-Channel Graph Neural Network for Entity Alignment
[ACL-19] Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network
[EMNLP-19] Aligning Cross-Lingual Entities with Multi-Aspect Information
[EMNLP-19] Jointly Learning Entity and Relation Representations for Entity Alignment
-
[EMNLP-18] Cross-lingual Knowledge Graph Alignment via Graph Convolutional Networks
-
-
-
-
[ACL-20] Bipartite Flat-Graph Network for Nested Named Entity Recognition
-
[ACL-19] GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
[ACL-19] A Neural Multi-digraph Model for Chinese NER with Gazetteers
[NAACL-19] A General Framework for Information Extraction using Dynamic Span Graphs
[EMNLP-19] A Lexicon-Based Graph Neural Network for Chinese NER
[EMNLP-19] Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks
[EMNLP-19] Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks
-
-
-
[ICML-20] Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs
[EMNLP-20] Double Graph Based Reasoning for Document-level Relation Extraction
[ACL-20] Structural Information Preserving for Graph-to-Text Generation
[ACL-20] Transition-based Directed Graph Construction for Emotion-Cause Pair Extraction
-
[ACL-19] GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
[ACL-19] Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network
[ACL-19] Attention Guided Graph Convolutional Networks for Relation Extraction
[ACL-19] Joint Type Inference on Entities and Relations via Graph Convolutional Networks
[ACL-19] Graph Neural Networks with Generated Parameters for Relation Extraction
[ACL-19] Attention Guided Graph Convolutional Networks for Relation Extraction
[NAACL-19] GraphIE: A Graph-Based Framework for Information Extraction
[NAACL-19] A General Framework for Information Extraction using Dynamic Span Graphs
[EMNLP-19] Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs
-
[EMNLP-18] Graph Convolution over Pruned Dependency Trees Improves Relation Extraction
[EMNLP-18] RESIDE: Improving Distantly-Supervised Neural Relation Extraction using Side Information
-
-
-
[EMNLP-20] Edge-Enhanced Graph Convolution Networks for Event Detection with Syntactic Relation
-
[EMNLP-19] Event Detection with Multi-Order Graph Convolution and Aggregated Attention
-
[AAAI-18] Graph Convolutional Networks with Argument-Aware Pooling for Event Detection
[AAAI-18] Graph Convolutional Networks with Argument-Aware Pooling for Event Detection
[EMNLP-18] Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation
-
-
-
-
-
[ArXiv-20] Cross-Lingual Semantic Role Labeling With Model Transfer
[ArXiv-20] Semantic Role Labeling with Heterogeneous Syntactic Knowledge
[EMNLP-20] Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role Labeling
[ACL-20] Syntax-Aware Opinion Role Labeling with Dependency Graph Convolutional Networks
-
[EMNLP-18] A Unified Syntax-aware Framework for Semantic Role Labeling
-
[EMNLP-17] Encoding Sentences with Graph Convolutional Networks
-
-
-
-
-
[IJCAI-20] Knowledge Graphs Enhanced Neural Machine Translation
[TACL-20] AMR-To-Text Generation with Graph Transformer
[ACL-20] Heterogeneous Graph Transformer for Graph-to-Sequence Learning
[ACL-20] A Novel Graph-based Multi-modal Fusion Encoder for Neural Machine Translation
-
[ACL-19] Lattice-Based Transformer Encoder for Neural Machine Translation
[NAACL-19] Text Generation from Knowledge Graphs with Graph Transformers
[TACL-19] Semantic neural machine translation using AMR
[TACL-19] Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning
-
[AAAI-18] Graph Based Translation Memory for Neural Machine Translation
[NAACL-18] Exploiting Semantics in Neural Machine Translation with Graph Convolutional Networks
[ACL-18] Graph-to-Sequence Learning using Gated Graph Neural Networks
-
[EMNLP-17] Graph Convolutional Encoders for Syntax-aware Neural Machine Translation
[EMNLP-17] Neural Machine Translation with Source-Side Latent Graph Parsing
[EACL-17] Context-Aware Graph Segmentation for Graph-Based Translation
-
-
[COLING-20] Improving Abstractive Dialogue Summarization with Graph Structures and Topic Words
[COLING-20] Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks
[EMNLP-20] Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network
[ACL-20] Discourse-Aware Neural Extractive Text Summarization
[ACL-20] Discourse-Aware Neural Extractive Text Summarization
[ACL-20] Knowledge Graph-Augmented Abstractive Summarization with Semantic-Driven Cloze Reward
[ACL-20] Leveraging Graph to Improve Abstractive Multi-Document Summarization
[ACL-20] Heterogeneous Graph Neural Networks for Extractive Document Summarization
[AAAI-20] SemSUM: Semantic Dependency Guided Neural Abstractive Summarization
-
[COLING-18] Abstract Meaning Representation for Multi-Document Summarization
-
[ACL-17] Abstractive document summarization with a graph-based attentional neural model
-
-
-
[COLING-20] Generalized Shortest-Paths Encoders for AMR-to-Text Generation
[IJCAI-20] Better AMR-To-Text Generation with Graph Structure Reconstruction
[TACL-20] AMR-To-Text Generation with Graph Transformer
[EMNLP-20] Online Back-Parsing for AMR-to-Text Generation
[EMNLP-20] Lightweight, Dynamic Graph Convolutional Networks for AMR-to-Text Generation
[ACL-20] Heterogeneous Graph Transformer for Graph-to-Sequence Learning
[ACL-20] Structural Information Preserving for Graph-to-Text Generation
[ACL-20] Line Graph Enhanced AMR-to-Text Generation with Mix-Order Graph Attention Networks
-
[ACL-19] Modeling Graph Structure in Transformer for Better AMR-to-Text Generation
[NAACL-19] Structural Neural Encoders for AMR-to-text Generation
[EMNLP-19] Enhancing AMR-to-Text Generation with Dual Graph Representations
[TACL-19] Semantic neural machine translation using AMR
[TACL-19] Densely Connected Graph Convolutional Networks for Graph-to-Sequence Learning
-
[ACL-18] Graph-to-Sequence Learning using Gated Graph Neural Networks
[ACL-18] A Graph-to-Sequence Model for AMR-to-Text Generation
-
-
-
-
-
[EMNLP-20] Hierarchical Graph Network for Multi-hop Question Answering
[EMNLP-20] SRLGRN: Semantic Role Labeling Graph Reasoning Network
[ACL-20] Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks
-
[ACL-19] Dynamically Fused Graph Network for Multi-hop Reasoning
[ACL-19] Cognitive Graph for Multi-Hop Reading Comprehension at Scale
[NAACL-19] Question Answering by Reasoning Across Documents with Graph Convolutional Networks
[EMNLP-19] NumNet: Machine Reading Comprehension with Numerical Reasoning
-
-
-
-
-
[AAAI-20] Graph-Based Transformer with Cross-Candidate Verification for Semantic Parsing
-
[ACL-19] Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing
[EMNLP-19] Global Reasoning over Database Structures for Text-to-SQL Parsing
-
[EMNLP-18] Exploiting Rich Syntactic Information for Semantic Parsingwith Graph-to-Sequence Mode
-
-
-
-
-
[ACL-20] Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks
[AAAI-20] Tensor Graph Convolutional Networks for Text Classification
-
[AAAI-19] Graph Convolutional Networks for Text Classification
[EMNLP-19] Text Level Graph Neural Network for Text Classification
[EMNLP-19] Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification
-
-
-
-
-
[ACL-20] KinGDOM: Knowledge-Guided DOMain Adaptation for Sentiment Analysis
[ACL-20] Aspect Sentiment Classification with Document-level Sentiment Preference Modeling
[ACL-20] Relational Graph Attention Network for Aspect-based Sentiment Analysis
-
[EMNLP-19] Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks
[EMNLP-19] Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks
-
-