Note: This is a very large topic which may contain numerous smaller directions
Surveys
- A Survey on Automatically Constructed Universal Knowledge Bases (Semantic Web 2018)
- A Survey on Knowledge Graphs: Representation, Acquisition and Applications (2020) [Paper]
- A survey of techniques for constructing Chinese knowledge graphs and their applications (Sustainability 2018)
- Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases (submitted to Foundations and Trends in Databases in 2020) [Paper]
- LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities (Arxiv, 22 May 2023) [Paper] ️🔥
- Generative Knowledge Graph Construction: A Review (EMNLP, 2022) [Paper] ️🔥
- A Comprehensive Survey on Automatic Knowledge Graph Construction (ACM Computing Surveys, 2023) [Link]
Interesting Blogs and Discussions
- Conceptualizing the Knowledge Graph Construction Pipeline [Web]
- Topbase, a Tecent KG (in Chinese) [Web]
General Papers
- DeepDive: Incremental Knowledge Base Construction Using DeepDive (VLDB 2015) [Paper][Slides][Project link]🌟
- Distant Supervision; Build a fator graph containing both relation phrases and features.
- DeepDive Project (a good overview to follow the whole KBC pipeline) [Web]
- DeepDive: A Data Management System for Automatic Knowledge Base Construction. [Dr.Ce Zhang, Ph.D. Dissertation, University of Wisconsin-Madison, 2015]
- Mining Structures of Factual Knowledge from Text: An Effort-Light Approach [Paper]
- CurEx – A System for Extracting, Curating, and Exploring Domain-Specific Knowledge Graphs from Text (CurEx, CIKM 2018)🌟
- AliCoCo [SIGMOD 2020 Industry Track] [Github]🌟
- Personalized Knowledge Graph Summarization: From the Cloud to Your Pocket (ICDM 2019) [Paper]🌟
- YAGO 4: A Reasonable Knowledge Base (ESWC2020)
- Deriving Validity Time in Knowledge Graph
- Fonduer: Knowledge Base Construction from Richly Formatted Data (SIGMOD 2018) [PDF]🌟
- Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base (SIGMOD 2018) [PDF] 🌟
- A Demonstration of Sya: A Spatial Probabilistic Knowledge Base Construction System (SIGMOD 2018) [PDF, demo]🌟
- Subjective Databases [PDF] (VLDB 2019)🌟
- Constructing High Precision Knowledge Bases with Subjective and Factual Attributes [Paper, Presentation, applied science track] (KDD 2019)
- Sya: Enabling Spatial Awareness inside Probabilistic Knowledge Base Construction [Video][Slides][Paper] (ICDE 2020) 🌟
- An Ontology-Based Conversation System for Knowledge Bases [Paper] (SIGMOD industry track 2020) 🌟
- GIANT: Scalable Creation of a Web-scale Ontology [Paper] (SIGMOD industry track 2020) 🌟
- CoRel: Seed-Guided Topical Taxonomy Construction by Concept Learning and Relation Transferring (KDD 2020)
- Advanced Semantics for Commonsense Knowledge Extraction (WWW 2021) [Paper]
- Defining a Knowledge Graph Development Process Through a Systematic Review (TOSEM 2023) [Paper] 🌟 (although it comes from the SE area)
LLM for General KG Constrution 🔥🔥🔥
- LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities (Arxiv, 22 May 2023) [Paper]
- Enhancing Knowledge Graph Construction Using Large Language Models (Arxiv 2023) [Paper]
- Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction (Arxiv 2023) [Paper]
- LLM2KB: Constructing Knowledge Bases using instruction tuned context aware Large Language Models (Arxiv 2023) [Paper]
- Towards self-configuring Knowledge Graph Construction Pipelines using LLMs - A Case Study with RML (ESWC 2024 Workshop KGCW) [Paper]
Fact Finding
- Maverick: A System for Discovering Exceptional Facts from Knowledge Graphs (VLDB 2018)[PDF, demo] 🌟
- Maverick: Discovering Exceptional Facts from Knowledge Graphs (VLDB 2018) [PDF]🌟
- Subjective Knowledge Base Construction Powered By Crowdsourcing and Knowledge Base (SIGMOD 2018) [PDF] 🌟
Taxonomy Expansion
- Enquire One’s Parent and Child Before Decision: Fully Exploit Hierarchical Structure for Self-Supervised Taxonomy Expansion