本文前置知识: BERT: 详见ELMo, GPT, BERT. 本文是论文KG-BERT: BERT for Knowledge Graph Completion的阅读笔记和个人理解. Basic Idea在先前的KGE方法中,
2020-11-28
KG-BERT: BERT for Knowledge Graph Completion
ConvE: Convolutional 2D Knowledge Graph Embeddings
深度可分离卷积与分组卷积
Pytorch实现: Transformer
KEPLER: Knowledge Embedding and Pre-trained Language Representation
KGE预警论文两则
Pytorch实现: Skip-Gram
RoBERTa: A Robustly Optimized BERT Pretraining Approach
Integrating Image-Based and Knowledge-Based Representation Learning
TransE: Translating Embeddings for Modeling Multi-relational Data
CoKE: Contextualized Knowledge Graph Embedding
ConvKB: A Novel Embedding Model for KB Completion Based on CNN