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Herman Cappelen - Making AI Intelligible: Philosophical Foundations

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Herman Cappelen Making AI Intelligible: Philosophical Foundations
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Can humans and artificial intelligences share concepts and communicate? Making AI Intelligible shows that philosophical work on the metaphysics of meaning can help answer these questions. Herman Cappelen and Josh Dever use the externalist tradition in philosophy to create models of how AIs andhumans can understand each other. In doing so, they illustrate ways in which that philosophical tradition can be improved.The questions addressed in the book are not only theoretically interesting, but the answers have pressing practical implications. Many important decisions about human life are now influenced by AI. In giving that power to AI, we presuppose that AIs can track features of the world that we care about(for example, creditworthiness, recidivism, cancer, and combatants). If AIs can share our concepts, that will go some way towards justifying this reliance on AI. This ground-breaking study offers insight into how to take some first steps towards achieving Interpretable AI.

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Making AI Intelligible

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Great Clarendon Street, Oxford, ox 2 6 dp , United Kingdom

Oxford University Press is a department of the University of Oxford. It furthers the Universitys objective of excellence in research, scholarship, and education by publishing worldwide. Oxford is a registered trade mark of Oxford University Press in the UK and in certain other countries

Herman Cappelen and Josh Dever 2021

The moral rights of the authors have been asserted

First Edition published in 2021

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This is an open access publication, available online and distributed under the terms of a Creative Commons Attribution Non Commercial No Derivatives 4.0 International licence (CC BY-NC-ND 4.0), a copy of which is available at http://creativecommons.org/licenses/by-nc-nd/4.0/ .

Enquiries concerning reproduction outside the scope of this licence should be sent to the Rights Department, Oxford University Press, at the address above

Published in the United States of America by Oxford University Press

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British Library Cataloguing in Publication Data

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Library of Congress Control Number: 2020951691

ISBN 9780192894724

ebook ISBN 9780192647566

DOI: 10.1093/oso/9780192894724.001.0001

Printed and bound in Great Britain by

Clays Ltd, Elcograf S.p.A.

Links to third party websites are provided by Oxford in good faith and for information only. Oxford disclaims any responsibility for the materials contained in any third party website referenced in this work.

Contents

This is a book about some aspects of the philosophical foundations of Artificial Intelligence. Philosophy is relevant to many aspects of AI and we dont mean to cover all of them. Our focus is on one relatively underexplored question: Can philosophical theories of meaning, language, and content help us understand, explain, and maybe also improve AI systems? Our answer is Yes. To show this, we first articulate some pressing issues about how to interpret and explain the outputs we get from advanced AI systems. We then use philosophical theories to answer questions like the above.

Here is a brief story to illustrate how we use certain forms of artificial intelligence and how those uses raise pressing philosophical questions:

Lucie needs a mortgage to buy a new house. She logs onto her banks webpage, fills in a great deal of information about herself and her financial history, and also provides account names and passwords for all of her social media accounts. She submits this to the bank. In so doing, she gives the bank permission to access her credit score. Within a few minutes, she gets a message from her bank saying that her application has been declined. It has been declined because Lucies credit score is too low; its 550, which is considered very poor. No human beings were directly involved in this decision. The calculation of Lucies credit score was done by a very sophisticated form of artificial intelligence, called SmartCredit. A natural way to put it is that this AI system saysthat Lucie has a low credit score and on that basis, another part of the AI system decidesthat Lucie should not get a mortgage.

Its natural for Lucie to wonder where this number 550 came from. This is Lucies first question:

Lucies First Question. What does the output 550 that has been assigned to me mean?

The bank has a ready answer to that question: the number 550 is a credit score, which represents how credit-worthy Lucie is.

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