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If this paper overloaded the term, than I did the same in my recent EMNLP paper where I used th term “Semantic Knowledge Graph” to refer to what I think you’re
by Der_Einzige 3y ago
If this paper overloaded the term, than I did the same in my recent EMNLP paper where I used th term “Semantic Knowledge Graph” to refer to what I think you’re talking about.
https://aclanthology.org/2023.newsum-1.10/ https://aclanthology.org/2023.newsum-1.10/
Automatically created knowledge graphs using embeddings is a massively powerful technique and it should start to be exploited.
You can blame peer review for letting the definition of knowledge graph get watered down.
Also note that my coauthor. David, is the author of the first and still the best open source package for creating or working with semantic graphs.
https://github.com/neuml/txtai/blob/master/examples/38_Introducing_the_Semantic_Graph.ipynb https://github.com/neuml/txtai/blob/master/examples/38_Intro...
- TrueDuality 3y ago"Semantic Knowledge Graph" is even worse! The term is intended for the design of semantic networks with edges restricted to a limited set of relations. A knowledge graph is already about semantics! Gotta say txtai seems like a useful tool to throw in my toolbox!
- Der_Einzige 3y agoI apologize for having been part of the bastardization of a term. I think none of us know what the right term might be for the kinds of graphs we generate.