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The Cartographer
Deductive and Analogical Reasoning on a Semantically Embedded Knowledge Graph
July 11, 2017 Β· Declared Dead Β· π Artificial General Intelligence
"No code URL or promise found in abstract"
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Authors
Douglas Summers-Stay
arXiv ID
1707.03232
Category
cs.AI: Artificial Intelligence
Citations
7
Venue
Artificial General Intelligence
Last Checked
4 months ago
Abstract
Representing knowledge as high-dimensional vectors in a continuous semantic vector space can help overcome the brittleness and incompleteness of traditional knowledge bases. We present a method for performing deductive reasoning directly in such a vector space, combining analogy, association, and deduction in a straightforward way at each step in a chain of reasoning, drawing on knowledge from diverse sources and ontologies.
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