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ACL 2020

All accept papers list：https://www.aclweb.org/anthology/venues/acl/

Main

Graph-to-Sequence

  • Heterogeneous Graph Transformer for Graph-to-Sequence Learning
  • Structural Information Preserving for Graph-to-Text Generation

Bipartite Graph

  • Bipartite Flat-Graph Network for Nested Named Entity Recognition

Heterogeneous Graph

  • Heterogeneous Graph Neural Networks for Extractive Document Summarization
  • LogicalFactChecker: Leveraging Logical Operations for Fact Checking with Graph Module Network

AMR

  • Line Graph Enhanced AMR-to-Text Generation with Mix-Order Graph Attention Networks
  • AMR Parsing via Graph-Sequence Iterative Inference

GNN

  • Graph Neural News Recommendation with Unsupervised Preference Disentanglement
  • Multimodal Neural Graph Memory Networks for Visual Question Answering
  • Reasoning Over Semantic-Level Graph for Fact Checking
  • Every Document Owns Its Structure: Inductive Text Classification via Graph Neural Networks

Graph Attention

  • Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension
  • Relational Graph Attention Network for Aspect-based Sentiment Analysis
  • Dependency Graph Enhanced Dual-transformer Structure for Aspect-based Sentiment Classification
  • Fine-grained Fact Verification with Kernel Graph Attention Network
  • GCAN: Graph-aware Co-Attention Networks for Explainable Fake News Detection on Social Media
  • Entity-Aware Dependency-Based Deep Graph Attention Network for Comparative Preference Classification
  • Semantic Graphs for Generating Deep Questions

Knowledge Graph

  • Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction
  • Query Graph Generation for Answering Multi-hop Complex Questions from Knowledge Bases
  • Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings
  • Knowledge Graph Embedding Compression
  • Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
  • Breaking Through the 80% Glass Ceiling: Raising the State of the Art in Word Sense Disambiguation by Incorporating Knowledge Graph Information
  • SEEK: Segmented Embedding of Knowledge Graphs
  • Knowledge Graph-Augmented Abstractive Summarization with Semantic-Driven Cloze Reward
  • A Re-evaluation of Knowledge Graph Completion Methods
  • ReInceptionE: Relation-Aware Inception Network with Joint Local-Global Structural Information for Knowledge Graph Embedding
  • Connecting Embeddings for Knowledge Graph Entity Typing
  • Low-Dimensional Hyperbolic Knowledge Graph Embeddings
  • Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs

Graph Auto-encoder

  • A Graph Auto-encoder Model of Derivational Morphology
  • Autoencoding Keyword Correlation Graph for Document Clustering

Graph Representation

  • HyperCore: Hyperbolic and Co-graph Representation for Automatic ICD Coding
  • Leveraging Graph to Improve Abstractive Multi-Document Summarization
  • Neural Graph Matching Networks for Chinese Short Text Matching
  • Learning to Ask More: Semi-Autoregressive Sequential Question Generation under Dual-Graph Interaction

Graph Convolutions

  • Autoencoding Pixies: Amortised Variational Inference with Graph Convolutions for Functional Distributional Semantics
  • Aligned Dual Channel Graph Convolutional Network for Visual Question Answering
  • Integrating Semantic and Structural Information with Graph Convolutional Network for Controversy Detection
  • Syntax-Aware Opinion Role Labeling with Dependency Graph Convolutional Networks

More

Policy Learning

  • Conversational Graph Grounded Policy Learning for Open-Domain Conversation Generation

Transfer Learning

  • Taxonomy Construction of Unseen Domains via Graph-based Cross-Domain Knowledge Transfer

Multi-modal

  • A Novel Graph-based Multi-modal Fusion Encoder for Neural Machine Translation

About Words

  • A Graph-based Coarse-to-fine Method for Unsupervised Bilingual Lexicon Induction
  • Graph-to-Tree Learning for Solving Math Word Problems

other

  • Exact yet Efficient Graph Parsing, Bi-directional Locality and the Constructivist Hypothesis
  • Parsing into Variable-in-situ Logico-Semantic Graphs
  • Transition-based Directed Graph Construction for Emotion-Cause Pair Extraction

WorkShop

ARM

  • Penman: An Open-Source Library and Tool for AMR Graphs

Graph Convolution

  • HGCN4MeSH: Hybrid Graph Convolution Network for MeSH Indexing

Knowledge Graph

  • Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings
  • Toward General Scene Graph: Integration of Visual Semantic Knowledge with Entity Synset Alignment

Graph Parsing

  • End-to-End Negation Resolution as Graph Parsing

Other

  • Integrating Graph-Based and Transition-Based Dependency Parsers in the Deep Contextualized Era
  • Turku Enhanced Parser Pipeline: From Raw Text to Enhanced Graphs in the IWPT 2020 Shared Task
  • Køpsala: Transition-Based Graph Parsing via Efficient Training and Effective Encoding