Skip to content

premkiran-o7/Knowledge-Graph-Tutorials-and-Papers

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 

Repository files navigation

Research Topics in Knowledge Graph

Awesome pr

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]

1. Knowledge Extraction and Integration to Construct KGs

  • Knowledge Base Construction (Demo or System) [link]

  • About Domain-Specific Knowledge Bases [link]

  • About Multi-Modal Knowledge Graph (MMKG) [link]

  • Named Entity Recognition, Entity Extraction and Entity Typing [link]

  • Coreference Resolution [link]

  • Entity Linking and Entity Disambiguation [link]

  • Entity Resolution, Entity Matching and Entity Alignment [link]

  • General Relation Extraction [link]

  • General Information Extraction and Open Information Extraction [link]

  • Relation Linking and Relation Disambiguation [link]

2. Mining and Refinement of KGs

  • Knowledge Graph Embedding, Learning, Reasoning, Rule Mining, and Path Finding [link]

  • Knowledge Base Refinement (Incompleteness, Incorrectness, and Freshness) [link]

  • Knowledge Fusion, Cleaning, Evaluation and Truth Discovery [link]

3. Applications Supported by KGs

  • Knowledge Graph Question Answering (KGQA) [link]

  • Knowledge Graph Recommendation [link]

  • Knowledge Graph Enhanced Machine Learning [link]

  • Knowledge Graphs and Large Language Models (LLMs) [link] 🔥🔥🔥

4. Schema and Query of KGs

  • Knowledge Graph Representation (RDF and Property Graph), Schema and Query [link]

  • Knowledge Graph Taxonomy/Ontology Construction and Improvement [link]

5. Others

  • Graph Databases [Link]

  • Other Interesting Research Works [link]

  • Good DB Papers [link]

  • Tutorials and Notes of Other Related Insightful Topics [Link]

Papers and Materials from the Database/Data Science Communities

Note: Papers from SIGMOD/VLDB/ICDE/KDD/TKDE/VLDBJ

Tutorials and Notes from Talented People

Tutorials, Discussion, Courses and Communities

  1. An introduction to knowledge graph and knowledge extraction from unstructured text. [Link]
  2. Information Extraction by Niranjan Balasubramanian {Slides in my Mac}
  3. CS 520 - Knowledge Graphs (seminar) - provided by Stanford
  4. OpenKG.cn

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]
  2. KG SOTA [GitHub]
  3. Awesome KG tutorials/papers/projects/communities [GitHub]
  4. Knowledge Graph Construction (from zero to everything, in Chinese) [GitHub]
  5. KG SOTA (Chinese) [Zhihu]
  6. Tracking Progress in Natural Language Processing [GitHub]
  7. KG Embedding SOTA [GitHub]
  8. Entity Related Papers [GitHub]
  9. Information Extraction Resources [GitHub]
  10. KGQA [Giters]
  11. Open-Environment Knowledge Graph Construction and Reasoning: Challenges, Approaches, and Opportunities [GitHub]
  12. KG-LLM-Papers [Link]
  13. Awesome LLM-KGs [Link]

Useful Tools or APIs

  1. From Freebase to Wikidata: The Great Migration [Paper and useful links]
  2. SPARQL tutorial [Link]
  3. Installing and running ElasticSearch [Link]
  4. Open KG on COVID-19 [Link]
  5. BOOKNLP [Link] (Pronominal Coreference Resolution, a natural language processing pipeline that scales to books and other long documents (in English))
  6. Wikidata Integrator [GitHub]
  7. OpenTapioca [Link]
  8. Grakn KGLIB (Knowledge Graph Library) [GitHub]
  9. SPARQL server on Freebase [GitHub] [About VOS]
  10. LATEX Code Search [Link]

I have listed more tools/benchmarks/APIs/demos in each sub-page of different topics in this repo. Feel free to check!

About

Insightful Tutorials and Papers about Knowledge Graphs

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published