https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers
Insightful Tutorials and Papers about Knowledge Graphs
https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers
List: Knowledge-Graph-Tutorials-and-Papers
awesome awesome-kg awesome-list data-integration entity-linking information-extration kg kgqa knowledge-base knowledge-graph knowledge-graph-completion knowledge-graph-construction knowledge-graph-embedding knowledge-graph-for-recommendation knowledge-graph-question-answering knowledge-graph-reasoning knowledge-graph-representation knowledge-graphs mmkg
Last synced: about 1 month ago
JSON representation
Insightful Tutorials and Papers about Knowledge Graphs
- Host: GitHub
- URL: https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers
- Owner: heathersherry
- Created: 2019-03-10T09:22:37.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2025-11-25T10:23:16.000Z (about 1 month ago)
- Last Synced: 2025-11-28T16:33:46.788Z (about 1 month ago)
- Topics: awesome, awesome-kg, awesome-list, data-integration, entity-linking, information-extration, kg, kgqa, knowledge-base, knowledge-graph, knowledge-graph-completion, knowledge-graph-construction, knowledge-graph-embedding, knowledge-graph-for-recommendation, knowledge-graph-question-answering, knowledge-graph-reasoning, knowledge-graph-representation, knowledge-graphs, mmkg
- Homepage:
- Size: 4.25 MB
- Stars: 973
- Watchers: 34
- Forks: 128
- Open Issues: 6
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
- ultimate-awesome - Knowledge-Graph-Tutorials-and-Papers - Insightful Tutorials and Papers about Knowledge Graphs. (Other Lists / TeX Lists)
- Awesome-Knowledge-Graph-Reasoning - code
README
Research Topics in Knowledge Graph
====
[](https://awesome.re) 
## Papers and Materials from All Areas
> * Note 1: The papers from the database/data science communities are marked with 🌟.
> * Note 2: From Nov 2023, I started to add papers related to LLM in each session, marked with 🔥.
### 0. Overview
* __Survey of Knowledge Graphs - General Concepts, Scientific Problems, Applications, Challenges, and Directions) [[link](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/overview.md)]__
### 1. Knowledge Extraction and Integration to Construct KGs
* __Knowledge Graph Construction (Demo or System) [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graph%20Construction%20(Demo%20or%20System).md)__
* __About Domain-Specific Knowledge Bases [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/About%20Domain-Specific%20Knowledge%20Bases.md)__
* __About Multi-Modal Knowledge Graph (MMKG) [[link](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/MMKG.md)]__
* __Named Entity Recognition, Entity Extraction and Entity Typing [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Named%20Entity%20Recognition%2C%20Entity%20Extraction%20and%20Entity%20Typing.md)__
* __Coreference Resolution [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Coreference%20Resolution.md)__
* __Entity Linking and Entity Disambiguation [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Entity%20Linking%20and%20Entity%20Disambiguation.md)__
* __Entity Resolution, Entity Matching and Entity Alignment [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Entity%20Resolution%2C%20Entity%20Matching%20and%20Entity%20Alignment.md)__
* __General Relation Extraction [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Relation%20Extraction.md)__
* __General Information Extraction and Open Information Extraction [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Open%20Information%20Extraction.md)__
* __Relation Linking and Relation Disambiguation [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Relation%20Linking%20and%20Relation%20Disambiguation.md)__
### 2. Mining and Refinement of KGs
* __Knowledge Graph Embedding, Learning, Reasoning, Rule Mining, and Path Finding [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graph%20Embedding%2C%20Learning%2C%20Reasoning%2C%20Rule%20Mining%2C%20and%20Path%20Finding.md)__
* __Knowledge Base Refinement (Incompleteness, Incorrectness, and Freshness) [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Base%20Refinement%20(Incompleteness%2C%20Incorrectness%2C%20and%20Freshness).md)__
* __Knowledge Fusion, Cleaning, Evaluation and Truth Discovery [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Fusion%2C%20Cleaning%2C%20Evaluation%20and%20Truth%20Discovery.md)__
### 3. Applications Supported by KGs
* __Knowledge Graph Question Answering (KGQA) [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graph%20Question%20Answering%20(KGQA).md)__
* __Knowledge Graph Recommendation [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graph%20Recommendation.md)__
* __Knowledge Graph Enhanced Machine Learning [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graph%20Enhanced%20Machine%20Learning.md)__
* __Knowledge Graphs and Large Language Models (LLMs) [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graph%20and%20LLMs.md)__ 🔥🔥🔥
* **Knowledge Graphs in RAG [[Link](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graphs%20in%20RAG.md)]**
* **Knowledge Graphs in Agent Memory [[Link](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graphs%20in%20Agent%20Memory.md)]**
### 4. Schema and Query of KGs
* __Knowledge Graph Representation (RDF and Property Graph), Schema and Query [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledg%20Graph%20Representation%20(RDF%20and%20Property%20Graph)%20and%20Schema.md)__
* __Knowledge Graph Taxonomy/Ontology Construction and Improvement [[link](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Knowledge%20Graph%20Taxonomy%20Construction%20and%20Improvement.md)]__
### 5. Others
* __Graph Databases [[Link](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Graph%20Databases.md)]__
* __Other Interesting Research Works [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Other%20Interesting%20Works.md)__
* __Good DB Papers [[link]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Good%20DB%20papers.md)__
* __Tutorials and Notes of Other Related Insightful Topics [[Link](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/Tutorials%20and%20Notes%20of%20Other%20Related%20Insightful%20Topics.md)]__
## Papers and Materials from the Database/Data Science Communities
> Note: Papers from SIGMOD/VLDB/ICDE/KDD/TKDE/VLDBJ
#### [[2018]](https://github.com/heathersherry/Knowledge-Graphs-and-Data-Integration-in-Database-Conferences-2018) [[2019]](https://github.com/heathersherry/Knowledge-Graphs-and-Data-Integration-in-Database-Conferences-2019) [[2020]](https://github.com/heathersherry/Knowledge-Graphs-and-Data-Integration-in-Database-Conferences-2020-) [[2021]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/DB-2021.md) [[2022]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/DB-2022.md) [[2023]](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/DB-2023.md) [[2024](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/DB-2024.md)] [[2025](https://github.com/heathersherry/Knowledge-Graph-Tutorials-and-Papers/blob/master/topics/DB-2025.md)]
## Tutorials and Notes from Talented People
> Note: We only list the general tutorials here. For the surveys or communities of specific topics such as KG Construction, KG4LLM or KG Embedding, please refer to the above detailed sections.
#### Tutorials, Discussion, Courses and Communities
1. An introduction to knowledge graph and knowledge extraction from unstructured text. [[Link](https://kgtutorial.github.io)]
2. Information Extraction by Niranjan Balasubramanian {Slides in my Mac}
3. [CS 520 - Knowledge Graphs (seminar) - provided by Stanford](https://web.stanford.edu/class/cs520/)
4. [OpenKG.cn](http://www.openkg.cn/home)
#### GitHub Repos that Summarize the Papers/Projects/Data related to Knowledge Graphs
1. A Collection of KG Surveys, Papers (WWW+ACL+AAAI) and Data [[GitHub](https://github.com/shaoxiongji/knowledge-graphs#survey)]
2. KG SOTA [[GitHub](https://github.com/impillar/knowledge_graph/blob/master/README.md)]
3. Awesome KG tutorials/papers/projects/communities [[GitHub](https://github.com/BrambleXu/knowledge-graph-learning)]
5. KG SOTA (Chinese) [[Zhihu](https://zhuanlan.zhihu.com/p/44904796)]
6. Tracking Progress in Natural Language Processing [[GitHub](https://github.com/sebastianruder/NLP-progress)]
7. KG Embedding SOTA [[GitHub](https://github.com/xinguoxia/KGE)]
8. Entity Related Papers [[GitHub](https://github.com/HelloRusk/entity-related-papers)]
9. Information Extraction Resources [[GitHub](https://github.com/casnlu/InformationExtraction)]
10. KGQA [[Giters](https://giters.com/simba0626/Question-Answering)]
11. Open-Environment Knowledge Graph Construction and Reasoning: Challenges, Approaches, and Opportunities [[GitHub](https://openkg-tutorial.github.io/)]
12. KG-LLM-Papers [[Link](https://github.com/zjukg/KG-LLM-Papers)]
13. Awesome LLM-KGs [[Link](https://github.com/RManLuo/Awesome-LLM-KG)]
#### Research Groups
1. Knowledge Engineering Group, Tsinghua University [[Paper link](https://keg.cs.tsinghua.edu.cn/research/papers)]
2. HKUST-KnowComp, The Hong Kong University of Science and Technology [[Github](https://github.com/HKUST-KnowComp)]
3. HKUST KNOWLEDGE BASE GROUP, The Hong Kong University of Science and Technology [[Website](https://cse.hkust.edu.hk/knowledgegraph/home.html)]
4. ...
You may refer to this collection for more details: [[Github](https://github.com/kgsandai/KGs-Research-Group)]
## Knowledge Graph Datasets
> Note: We only list the general KGs here. For the datasets or benchmarks for specific topics such as KGQA or KG Completion, please refer to the above detailed sections.
1. WikiData [[Link](https://www.wikidata.org/wiki/Wikidata:Main_Page)]
2. DBPedia [[Link](https://www.dbpedia.org/)]
3. Yago [[Link](https://yago-knowledge.org/)]
4. Google Knowledge Graph (Freebase) [[Link](https://developers.google.com/freebase/guide/basic_concepts)]
5. Chinese OwnThink Knowledge Graph [[Link](https://github.com/ownthink/KnowledgeGraphData)]
## Useful Tools or APIs
1. From Freebase to Wikidata: The Great Migration [[Paper and useful links](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/44818.pdf)]
2. SPARQL tutorial [[Link](https://www.w3.org/2009/Talks/0615-qbe/)]
3. Installing and running ElasticSearch [[Link](https://www.elastic.co/guide/en/elasticsearch/reference/current/targz.html)]
4. Open KG on COVID-19 [[Link](http://openkg.cn/dataset/covid-19-research)]
5. BOOKNLP [[Link](https://github.com/dbamman/book-nlp)] (Pronominal Coreference Resolution, a natural language processing pipeline that scales to books and other long documents (in English))
6. Wikidata Integrator [[GitHub](https://github.com/SuLab/WikidataIntegrator)]
7. OpenTapioca [[Link](https://opentapioca.readthedocs.io/en/latest/install.html)]
8. Grakn KGLIB (Knowledge Graph Library) [[GitHub](https://github.com/graknlabs/kglib)]
9. SPARQL server on Freebase [[GitHub](https://github.com/xwhan/Freebase-SPARQL-server-on-AWS)] [[About VOS](http://vos.openlinksw.com/owiki/wiki/VOS)]
10. LATEX Code Search [[Link](https://www.latex4technics.com/codesearch)]
I have listed more tools/benchmarks/APIs/demos in each sub-page of different topics in this repo. Feel free to check!