graph4nlp_literature
This repo is to provide a list of literature regarding Deep Learning on Graphs for NLP

Dialogue Generation

GNN for Directed Graphs

Appdriven


Opendomain Question Answering

GNN for Directed Graphs

Graph2Seq

Knowledge


Commonsense

Knowledge


Knowledge Graph Alignment

GNN for Directed Graphs

GNN for Heterogeneous Graphs

GNN for Undirected Graphs

AAAI20
Knowledge Graph Alignment Network with Gated MultiHop Neighborhood Aggregation
Coordinated Reasoning for CrossLingual Knowledge Graph Alignment

EMNLP19
Aligning CrossLingual Entities with MultiAspect Information
Semisupervised Entity Alignment via Joint Knowledge Embedding Model and Crossgraph Model
Jointly Learning Entity and Relation Representations for Entity Alignment

EMNLP20

EMNLP18
Crosslingual Knowledge Graph Alignment via Graph Convolutional Networks


Knowledge

AAAI20
Knowledge Graph Alignment Network with Gated MultiHop Neighborhood Aggregation
Coordinated Reasoning for CrossLingual Knowledge Graph Alignment

ACL19
MultiChannel Graph Neural Network for Entity Alignment
Crosslingual Knowledge Graph Alignment via Graph Matching Neural Network

EMNLP19
Aligning CrossLingual Entities with MultiAspect Information
Semisupervised Entity Alignment via Joint Knowledge Embedding Model and Crossgraph Model
Jointly Learning Entity and Relation Representations for Entity Alignment

EMNLP20

IJCAI19
A Vectorized Relational Graph Convolutional Network for MultiRelational Network Alignment
RelationAware Entity Alignment for Heterogeneous Knowledge Graphs

EMNLP18
Crosslingual Knowledge Graph Alignment via Graph Convolutional Networks



Namedentity Recognition

Node Embedding Based Refined

Coreference

Dependency

GNN for Directed Graphs

Appdriven

GNN for Heterogeneous Graphs

GNN for Undirected Graphs

Knowledge


AMR2Text

Graph2Graph

Dependency

GNN for Directed Graphs

AAAI20

COLING20
Generalized ShortestPaths Encoders for AMRtoText Generation

ACL20
Structural Information Preserving for GraphtoText Generation
Line Graph Enhanced AMRtoText Generation with MixOrder Graph Attention Networks

ACL19
Modeling Graph Structure in Transformer for Better AMRtoText Generation

TACL20

EMNLP19
Enhancing AMRtoText Generation with Dual Graph Representations

EMNLP20
Online BackParsing for AMRtoText Generation
Lightweight, Dynamic Graph Convolutional Networks for AMRtoText Generation

ACL18
GraphtoSequence Learning using Gated Graph Neural Networks

NAACL19

IJCAI20
Better AMRToText Generation with Graph Structure Reconstruction

TACL19


AMR

AAAI20

COLING20
Generalized ShortestPaths Encoders for AMRtoText Generation

ACL20
Heterogeneous Graph Transformer for GraphtoSequence Learning
Structural Information Preserving for GraphtoText Generation
Line Graph Enhanced AMRtoText Generation with MixOrder Graph Attention Networks

ACL19
Modeling Graph Structure in Transformer for Better AMRtoText Generation

TACL20

EMNLP19
Enhancing AMRtoText Generation with Dual Graph Representations

EMNLP20
Online BackParsing for AMRtoText Generation
Lightweight, Dynamic Graph Convolutional Networks for AMRtoText Generation

ACL18
GraphtoSequence Learning using Gated Graph Neural Networks

NAACL19

IJCAI20
Better AMRToText Generation with Graph Structure Reconstruction

TACL19
Semantic neural machine translation using AMR
Densely Connected Graph Convolutional Networks for GraphtoSequence Learning


GNN for Heterogeneous Graphs

Graph2Seq

AAAI20

COLING20
Generalized ShortestPaths Encoders for AMRtoText Generation

ACL20
Heterogeneous Graph Transformer for GraphtoSequence Learning
Structural Information Preserving for GraphtoText Generation
Line Graph Enhanced AMRtoText Generation with MixOrder Graph Attention Networks

ACL19
Modeling Graph Structure in Transformer for Better AMRtoText Generation

TACL20

EMNLP19
Enhancing AMRtoText Generation with Dual Graph Representations

EMNLP20
Online BackParsing for AMRtoText Generation
Lightweight, Dynamic Graph Convolutional Networks for AMRtoText Generation

ACL18
GraphtoSequence Learning using Gated Graph Neural Networks

NAACL19

IJCAI20
Better AMRToText Generation with Graph Structure Reconstruction

TACL19
Semantic neural machine translation using AMR
Densely Connected Graph Convolutional Networks for GraphtoSequence Learning


GNN for Undirected Graphs

Knowledge


Math Word Problem

Dependency

GNN for Directed Graphs

Appdriven

GNN for Heterogeneous Graphs

Constituency

Knowledge

Graph2Tree


Topic Modeling

Cooccurrence

GNN for Directed Graphs

GNN on Directed Graphs

Topic


Dialogue State Tracking

GNN for Directed Graphs

Appdriven

GNN for Heterogeneous Graphs

Node Embedding Based


Parsing

GNN for Directed Graphs

Constituency


Entity Typing in KB

GNN for Undirected Graphs

Knowledge


Dependency Parsing

Dependency

GNN for Directed Graphs

Appdriven

GNN for Undirected Graphs

Graph2Tree


Text Matching

GNN for Directed Graphs

Appdriven

GNN for Undirected Graphs


Question Generation

Dependency

GNN for Directed Graphs

Node Embedding Based

Graph2Seq

GNN for Undirected Graphs


Next Utterance Prediction

Appdriven

GNN for Undirected Graphs


Code Summarization

GNN for Directed Graphs

Appdriven

Graph2Seq


Event Detection

Position

Cooccurrence

Dependency

AAAI18
Graph Convolutional Networks with ArgumentAware Pooling for Event Detection
Graph Convolutional Networks with ArgumentAware Pooling for Event Detection

EMNLP19
Event Detection with MultiOrder Graph Convolution and Aggregated Attention

EMNLP20
EdgeEnhanced Graph Convolution Networks for Event Detection with Syntactic Relation

EMNLP18
Jointly Multiple Events Extraction via Attentionbased Graph Information Aggregation


GNN for Directed Graphs

ACL19

AAAI18
Graph Convolutional Networks with ArgumentAware Pooling for Event Detection
Graph Convolutional Networks with ArgumentAware Pooling for Event Detection

EMNLP19
Event Detection with MultiOrder Graph Convolution and Aggregated Attention

EMNLP20
EdgeEnhanced Graph Convolution Networks for Event Detection with Syntactic Relation

EMNLP18
Jointly Multiple Events Extraction via Attentionbased Graph Information Aggregation


Appdriven

Knowledge


Natural Language Inference

Semantic Role Labeling

Dependency

GNN for Directed Graphs

GNN for Heterogeneous Graphs

Constituency

GNN for Undirected Graphs


Fact Verification

Appdriven

GNN for Undirected Graphs


AMR Parsing

Graph2Graph

Dependency

GNN for Directed Graphs

Appdriven

AMR

Graph2Seq


Sentiment Analysis

Dependency

ACL20
Dependency Graph Enhanced Dualtransformer Structure for Aspectbased Sentiment Classification
Relational Graph Attention Network for Aspectbased Sentiment Analysis

EMNLP19
SyntaxAware Aspect Level Sentiment Classification with Graph Attention Networks
Aspectbased Sentiment Classification with Aspectspecific Graph Convolutional Networks

EMNLP20


GNN for Directed Graphs

ACL20
KinGDOM: KnowledgeGuided DOMain Adaptation for Sentiment Analysis
Aspect Sentiment Classification with Documentlevel Sentiment Preference Modeling
Dependency Graph Enhanced Dualtransformer Structure for Aspectbased Sentiment Classification
Relational Graph Attention Network for Aspectbased Sentiment Analysis

EMNLP19
SyntaxAware Aspect Level Sentiment Classification with Graph Attention Networks


GNN for undirected graphs

Similarity

GNN for Undirected Graphs

GNN on Undirected Graphs

Knowledge


Semantic Parsing

Dependency

GNN for Directed Graphs

Appdriven

GNN for Heterogeneous Graphs

Constituency

Graph2Seq

GNN for Undirected Graphs

Graph2Tree


Knowledge Graph Embedding

GNN for Directed Graphs

GNN for Heterogeneous Graphs

GNN for Undirected Graphs

Knowledge

AAAI19
Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding

ACL20

ACL19
Learning Attentionbased Embeddings for Relation Prediction in Knowledge Graphs

EMNLP19

IJCAI19
A Vectorized Relational Graph Convolutional Network for MultiRelational Network Alignment

NAACL19
Longtail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks



Knowledge Base Completion

GNN for Directed Graphs

GNN for Heterogeneous Graphs

GNN for Undirected Graphs

AAAI19
Endtoend StructureAware Convolutional Networks for Knowledge Base Completion

AAAI20
Commonsense Knowledge Base Completion with Structural and Semantic Context

ACL19

ICML20

EMNLP19


Knowledge

AAAI19
Endtoend StructureAware Convolutional Networks for Knowledge Base Completion

AAAI20
Commonsense Knowledge Base Completion with Structural and Semantic Context
Relational Graph Neural Network with Hierarchical Attention for Knowledge Graph Completion

ESWC 2018

ACL19
Learning Attentionbased Embeddings for Relation Prediction in Knowledge Graphs
A2N: Attending to Neighbors for Knowledge Graph Inference
MultiChannel Graph Neural Network for Entity Alignment
Learning Attentionbased Embeddings for Relation Prediction in Knowledge Graphs

ICML20

EMNLP19

EMNLP20
TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion

IJCAI19
Robust Embedding with MultiLevel Structures for Link Prediction

ICLR20
DYNAMICALLY PRUNED MESSAGE PASSING NETWORKS FOR LARGESCALE KNOWLEDGE GRAPH REASONING



Summarization

Cooccurrence

Coreference

Dependency

GNN for Directed Graphs

AAAI20
SemSUM: Semantic Dependency Guided Neural Abstractive Summarization

COLING20
Improving Abstractive Dialogue Summarization with Graph Structures and Topic Words

ACL20
DiscourseAware Neural Extractive Text Summarization
DiscourseAware Neural Extractive Text Summarization
Knowledge GraphAugmented Abstractive Summarization with SemanticDriven Cloze Reward
Leveraging Graph to Improve Abstractive MultiDocument Summarization

EMNLP20
Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network

ACL17
Abstractive document summarization with a graphbased attentional neural model


AMR

Discourse

GNN for Heterogeneous Graphs

Node Embedding Based

Similarity

COLING20
Improving Abstractive Dialogue Summarization with Graph Structures and Topic Words

ACL20
Leveraging Graph to Improve Abstractive MultiDocument Summarization
Heterogeneous Graph Neural Networks for Extractive Document Summarization

EMNLP20
Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network

COLING17


Graph2Seq

COLING20
Improving Abstractive Dialogue Summarization with Graph Structures and Topic Words
Enhancing Extractive Text Summarization with TopicAware Graph Neural Networks

ACL20
DiscourseAware Neural Extractive Text Summarization
DiscourseAware Neural Extractive Text Summarization
Knowledge GraphAugmented Abstractive Summarization with SemanticDriven Cloze Reward
Leveraging Graph to Improve Abstractive MultiDocument Summarization
Heterogeneous Graph Neural Networks for Extractive Document Summarization

EMNLP20
Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network

COLING17

COLING18
Abstract Meaning Representation for MultiDocument Summarization

ACL17
Abstractive document summarization with a graphbased attentional neural model


GNN for Undirected Graphs

IE

Topic


Text Classification

Coreference

Appdriven

GNN for Heterogeneous Graphs

GNN for Undirected Graphs


Relation Extraction

Node Embedding Based Refined

Cooccurrence

Document

Coreference

Dependency

ACL19
GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
Intersentence Relation Extraction with Documentlevel Graph Convolutional Neural Network
Attention Guided Graph Convolutional Networks for Relation Extraction
Attention Guided Graph Convolutional Networks for Relation Extraction

NAACL19

EMNLP18
Graph Convolution over Pruned Dependency Trees Improves Relation Extraction
RESIDE: Improving DistantlySupervised Neural Relation Extraction using Side Information


GNN for Directed Graphs

ACL20
Structural Information Preserving for GraphtoText Generation

ACL19
Attention Guided Graph Convolutional Networks for Relation Extraction

EMNLP18
Graph Convolution over Pruned Dependency Trees Improves Relation Extraction
RESIDE: Improving DistantlySupervised Neural Relation Extraction using Side Information


Appdriven

AMR

GNN for Heterogeneous Graphs

ACL19
GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
Joint Type Inference on Entities and Relations via Graph Convolutional Networks
Graph Neural Networks with Generated Parameters for Relation Extraction

EMNLP19
Connecting the Dots: Documentlevel Neural Relation Extraction with Edgeoriented Graphs

EMNLP20
Double Graph Based Reasoning for Documentlevel Relation Extraction

NAACL19
Longtail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks


Graph2Seq

GNN for Undirected Graphs

IE

Knowledge


Machine Reading Comprehension

Cooccurrence

Coreference

GNN for Directed Graphs

Appdriven

ACL20
Identifying Supporting Facts for Multihop Question Answering with Document Graph Networks
Document Modeling with Graph Attention Networks for Multigrained Machine Reading Comprehension

ACL19
Multihop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs
Cognitive Graph for MultiHop Reading Comprehension at Scale

EMNLP19
NumNet: Machine Reading Comprehension with Numerical Reasoning

EMNLP20

IJCAI20
Multihop Reading Comprehension across Documents with Pathbased Graph Convolutional Network


GNN for Heterogeneous Graphs

ACL19
Multihop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs

EMNLP19
NumNet: Machine Reading Comprehension with Numerical Reasoning

EMNLP20

NAACL19
Question Answering by Reasoning Across Documents with Graph Convolutional Networks

IJCAI20
Multihop Reading Comprehension across Documents with Pathbased Graph Convolutional Network


Node Embedding Based

Graph2Seq

GNN for Undirected Graphs

IE

Knowledge


Community Question Answering

Node Embedding Based

Similarity

Graph2Seq

GNN for Undirected Graphs


SQL2Text

GNN for Directed Graphs

Appdriven

Graph2Seq

GNN for Undirected Graphs


Machine Translation

Coreference

Dependency

AAAI21

EMNLP17
Graph Convolutional Encoders for Syntaxaware Neural Machine Translation

ACL18
GraphtoSequence Learning using Gated Graph Neural Networks

NAACL18
Exploiting Semantics in Neural Machine Translation with Graph Convolutional Networks

EACL17
ContextAware Graph Segmentation for GraphBased Translation


GNN for Directed Graphs

AAAI20

ACL19
LatticeBased Transformer Encoder for Neural Machine Translation

TACL20

AAAI18
Graph Based Translation Memory for Neural Machine Translation

AAAI21

EMNLP17
Graph Convolutional Encoders for Syntaxaware Neural Machine Translation
Neural Machine Translation with SourceSide Latent Graph Parsing

ACL18
GraphtoSequence Learning using Gated Graph Neural Networks

NAACL19
Text Generation from Knowledge Graphs with Graph Transformers

IJCAI20

TACL19

NAACL18
Exploiting Semantics in Neural Machine Translation with Graph Convolutional Networks


Appdriven

AMR

GNN for Heterogeneous Graphs

Node Embedding Based

Graph2Seq

AAAI20

COLING20

ACL20
Heterogeneous Graph Transformer for GraphtoSequence Learning
A Novel Graphbased Multimodal Fusion Encoder for Neural Machine Translation

ACL19
LatticeBased Transformer Encoder for Neural Machine Translation

TACL20

AAAI18
Graph Based Translation Memory for Neural Machine Translation

AAAI21

EMNLP17
Graph Convolutional Encoders for Syntaxaware Neural Machine Translation
Neural Machine Translation with SourceSide Latent Graph Parsing

ACL18
GraphtoSequence Learning using Gated Graph Neural Networks

NAACL19
Text Generation from Knowledge Graphs with Graph Transformers

IJCAI20

TACL19
Semantic neural machine translation using AMR
Densely Connected Graph Convolutional Networks for GraphtoSequence Learning

NAACL18
Exploiting Semantics in Neural Machine Translation with Graph Convolutional Networks

EACL17
ContextAware Graph Segmentation for GraphBased Translation


GNN for Undirected Graphs

Knowledge


Knowledge Base Completion/Reasoning

GNN for Directed Graphs

Knowledge


Knowledge Base Question Answering

GNN for Heterogeneous Graphs

Knowledge
