Semantic Reasoning with Differentiable Graph Transformations

This paper introduces a differentiable semantic reasoner, where rules are presented as a relevant set of graph transformations. These rules can be written manually or inferred by a set of facts and goals presented as a training set. While the internal representation uses embeddings in a latent space...

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Bibliographic Details
Published inarXiv.org
Main Author Cetoli, Alberto
Format Paper
LanguageEnglish
Published Ithaca Cornell University Library, arXiv.org 20.07.2021
Subjects
Semantics
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Summary:This paper introduces a differentiable semantic reasoner, where rules are presented as a relevant set of graph transformations. These rules can be written manually or inferred by a set of facts and goals presented as a training set. While the internal representation uses embeddings in a latent space, each rule can be expressed as a set of predicates conforming to a subset of Description Logic.
ISSN:2331-8422