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A Puzzle concerning Compositionality in Machines

Minds and Machines 30 (1):47-75 (2020)
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Abstract

This paper attempts to describe and address a specific puzzle related to compositionality in artificial networks such as Deep Neural Networks and machine learning in general. The puzzle identified here touches on a larger debate in Artificial Intelligence related to epistemic opacity but specifically focuses on computational applications of human level linguistic abilities or properties and a special difficulty with relation to these. Thus, the resulting issue is both general and unique. A partial solution is suggested.

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2020-02-23

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Ryan Mark Nefdt
University of Cape Town

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