Knowledge Graph Learning

A curated list of awesome knowledge graph tutorials, projects and communities.
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A curated list of awesome knowledge graph tutorials, projects and communities. Both Chinese and English resource are listed in language respectively. Please feel free to pull requests to add links.

Table of Contents


I write notes of paper and post them in the issue. It is written in Chinese. Feel free to post your notes no matter what language you use.

Knowledge Graph Related task

other non-related task paper

Tag with task

Tag with Model

Useful Articles/Slides

Relation Extraction

Event Extraction


  • A Survey on Knowledge Graphs: Representation, Acquisition and Applications (2020). Shaoxiong Ji, Shirui Pan, Erik Cambria, Pekka Marttinen, Philip S. Yu. [Paper]
  • Deep Learning in Knowledge Graph (2018), [Note]
  • 知识图谱研究进展 (2017), 漆桂林等人. [PDF]
  • 知识图谱构建技术综述 (2016), 刘峤等人. [PDF]
  • 知识图谱技术综述 (2016), 徐增林等人. [PDF]
  • 知识图谱:大数据语义链接的基石 (2014), 李涓子. [PPT]
  • 垂直知识图谱构造工具与行业应用 (2014), 阮彤. [PPT]
  • Summary of Translate Model for Knowledge Graph Embedding

Courses and Lectures


Relation Extraction Dataset

Open datasets

Implementations and Tools




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Knowledge Graph
Relation Extraction