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Toward Human-Level Artificial Intelligence: Representation and Computation of Meaning in Natural Language

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Toward Human-Level Artificial Intelligence: Representation and Computation of Meaning in Natural LanguageНазвание: Toward Human-Level Artificial Intelligence: Representation and Computation of Meaning in Natural Language
Автор: Philip C. Jackson
Издательство: Dover Publications
Год: 2019
Страниц: 386
Язык: английский
Формат: pdf (true), epub
Размер: 20.2 MB

How can human-level Artificial Intelligence (AI) be achieved? What are the potential consequences? This book describes a research approach toward achieving human-level AI, combining a doctoral thesis and research papers by the author. The research approach, called TalaMind, involves developing an AI system that uses a 'natural language of thought' based on the unconstrained syntax of a language such as English; designing the system as a collection of concepts that can create and modify concepts to behave intelligently in an environment; and using methods from cognitive linguistics for multiple levels of mental representation. Proposing a design-inspection alternative to the Turing Test, these pages discuss 'higher-level mentalities' of human intelligence, which include natural language understanding, higher-level forms of learning and reasoning, imagination, and consciousness. Dr. Jackson gives a comprehensive review of other research, addresses theoretical objections to the proposed approach and to achieving human-level AI in principle, and describes a prototype system that illustrates the potential of the approach.

This book discusses economic risks and benefits of AI, considers how to ensure that human-level AI and superintelligence will be beneficial for humanity, and gives reasons why human-level AI may be necessary for humanity's survival and prosperity.

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