Emergent Mind

Algebras over a field and semantics for context based reasoning

(1111.1673)
Published Nov 7, 2011 in cs.CL and cs.LO

Abstract

This paper introduces context algebras and demonstrates their application to combining logical and vector-based representations of meaning. Other approaches to this problem attempt to reproduce aspects of logical semantics within new frameworks. The approach we present here is different: We show how logical semantics can be embedded within a vector space framework, and use this to combine distributional semantics, in which the meanings of words are represented as vectors, with logical semantics, in which the meaning of a sentence is represented as a logical form.

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