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nlp:knowledge_graphs

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nlp:knowledge_graphs [2021/06/09 18:27] – [Text-Enhanced Knowledge Graph Extension] jmflanignlp:knowledge_graphs [2025/06/27 23:05] (current) – [Knowledge Graph Construction] jmflanig
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 ===== Overviews ===== ===== Overviews =====
   * Knowledge Graphs   * Knowledge Graphs
 +    * [[https://arxiv.org/pdf/1503.00759.pdf|Nickel et al 2015 - A Review of Relational Machine Learning for Knowledge Graphs]]
     * [[https://arxiv.org/pdf/2002.00388.pdf|Gi et al 2020 - A Survey on Knowledge Graphs: Representation, Acquisition and Applications]]     * [[https://arxiv.org/pdf/2002.00388.pdf|Gi et al 2020 - A Survey on Knowledge Graphs: Representation, Acquisition and Applications]]
   * Knowledge Graph Completion   * Knowledge Graph Completion
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 See also [[Relation Extraction]]. See also [[Relation Extraction]].
   * [[https://arxiv.org/pdf/2006.13473.pdf|Dong et al 2020 - AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types]]   * [[https://arxiv.org/pdf/2006.13473.pdf|Dong et al 2020 - AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types]]
 +  * [[https://arxiv.org/pdf/2010.03824.pdf|Hope et al 2021 - Extracting a Knowledge Base of Mechanisms from COVID-19 Papers]]
 +
 +==== KG Construction using LLMs ====
 +  * Github: [[https://github.com/rahulnyk/graph_maker|2024 - The Graph Maker]] Given an ontology and text, constructs an KG.  There doesn't seem to be a paper for this system.
  
 ==== Knowledge Graph Completion ==== ==== Knowledge Graph Completion ====
 +  * TransE: [[https://proceedings.neurips.cc/paper/2013/file/1cecc7a77928ca8133fa24680a88d2f9-Paper.pdf|Bordes et al 2016 - Translating Embeddings for Modeling Multi-relational Data]]
 +  * DistMult, ConvE, MINERVA, etc (see related work of [[https://www.aclweb.org/anthology/P19-1431.pdf|Bansal 2019]])
   * [[https://www.aclweb.org/anthology/P19-1431.pdf|Bansal et al 2019 - A2N: Attending to neighbors for knowledge graph inference]]   * [[https://www.aclweb.org/anthology/P19-1431.pdf|Bansal et al 2019 - A2N: Attending to neighbors for knowledge graph inference]]
   * [[https://arxiv.org/pdf/2010.03548.pdf|Das et al 2020 - Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion]]   * [[https://arxiv.org/pdf/2010.03548.pdf|Das et al 2020 - Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion]]
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   * [[https://www.aclweb.org/anthology/2021.naacl-main.268.pdf|Wood et al 2021 - Integrating Lexical Information into Entity Neighbourhood Representations for Relation Prediction]] Builds upon OpenKI. Says "Relation prediction informed from a combination of text corpora and curated knowledge bases, combining knowledge graph completion with relation extraction, is a relatively little studied task."   * [[https://www.aclweb.org/anthology/2021.naacl-main.268.pdf|Wood et al 2021 - Integrating Lexical Information into Entity Neighbourhood Representations for Relation Prediction]] Builds upon OpenKI. Says "Relation prediction informed from a combination of text corpora and curated knowledge bases, combining knowledge graph completion with relation extraction, is a relatively little studied task."
  
-===== Reasoning With Knowledge Graphs ===== +===== Applications of Knowledge Graphs ===== 
-  * [[https://arxiv.org/pdf/2006.14198.pdf|Das et al 2020 - A Simple Approach to Case-Based Reasoning in Knowledge Bases]]+  * **Reasoning With Knowledge Graphs** 
 +    * [[https://arxiv.org/pdf/2006.14198.pdf|Das et al 2020 - A Simple Approach to Case-Based Reasoning in Knowledge Bases]] 
 +    * [[https://arxiv.org/pdf/2505.21926|Hua et al 2025 -  Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning]] 
 +  * **In AI Agents** 
 +    * [[https://arxiv.org/pdf/2501.13956|Rasmussen et al 2025 - Zep: A Temporal Knowledge Graph Architecture for Agent Memory]]
  
 ===== Software ===== ===== Software =====
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 ===== Related Pages ===== ===== Related Pages =====
   * [[Information Extraction]]   * [[Information Extraction]]
 +  * [[Knowledge-Enhanced Methods]]
 +  * [[nlp:language_model#Extracting Knowledge from Language Models]] (Language models as knowledge bases)
 +  * [[Natural Language Interfaces to Databases]]
 +  * [[Ontology Learning]]
  
nlp/knowledge_graphs.1623263238.txt.gz · Last modified: 2023/06/15 07:36 (external edit)
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