The Limits of Language and the Search for Understanding in Artificial Intelligence

The Limits of Language and the Search for Understanding in Artificial Intelligence

Author: Peter Pink-Howitt

Publisher: Peter Pink–Howitt

Published: 2023-12-21

Total Pages: 106

ISBN-13:

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The development of artificial intelligence (AI) has led to remarkable advances in natural language processing (NLP), enabling machines to process human language with increasing sophistication. While this progress holds extraordinary promise for various applications, it also raises profound philosophical questions about meaning, sentience and understanding within language games. This paper delves into the intricate relationship and interplay between AI, language and meaning. It explores some of the philosophical underpinnings of language, examining how AI systems can extract, translate and manipulate semantically sensible content. It also investigates a few of the challenges of developing AI systems with the ability to ‘understand’ meaningful language that goes beyond surface semantic and syntactic proficiency, algorithmic intelligence and the probabilistic semantic route finding used by Large Language Models (LLMs) with their reliance on large data sets. The paper addresses the wider limits of logic and language for humans as well as for digital intelligence. By examining some of the philosophical and practical dimensions of meaning in AI NLP and LLM, this paper aims to foster a deeper understanding of the challenges and opportunities that lie ahead in this rapidly evolving field. It seeks to promote informed discussions about AI language models, ensuring that these powerful tools are used to improve human understanding and communication. The paper seeks to encourage greater humility in how Homo sapiens define and approach the concept of intelligence. The author deprecates our historic excessive interspecies exceptionalism. The author makes no claims of original thoughts or research in the fields of philosophy of language, linguistics or the development of more generally applicable AI. The paper is intended to help specify the key issues using ordinary human readable language and to understand some of the main conceptual issues involved in the development of artificial general intelligence (AGI). Images stated as being by the author have been created using generative AI image creation tools.


Linguistics for the Age of AI

Linguistics for the Age of AI

Author: Marjorie Mcshane

Publisher: MIT Press

Published: 2021-03-02

Total Pages: 449

ISBN-13: 0262362600

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A human-inspired, linguistically sophisticated model of language understanding for intelligent agent systems. One of the original goals of artificial intelligence research was to endow intelligent agents with human-level natural language capabilities. Recent AI research, however, has focused on applying statistical and machine learning approaches to big data rather than attempting to model what people do and how they do it. In this book, Marjorie McShane and Sergei Nirenburg return to the original goal of recreating human-level intelligence in a machine. They present a human-inspired, linguistically sophisticated model of language understanding for intelligent agent systems that emphasizes meaning--the deep, context-sensitive meaning that a person derives from spoken or written language.


Understanding Machine Learning

Understanding Machine Learning

Author: Shai Shalev-Shwartz

Publisher: Cambridge University Press

Published: 2014-05-19

Total Pages: 415

ISBN-13: 1107057132

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Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying their usage.


Artificial Intelligence in Behavioral and Mental Health Care

Artificial Intelligence in Behavioral and Mental Health Care

Author: David D. Luxton

Publisher: Academic Press

Published: 2015-09-10

Total Pages: 309

ISBN-13: 0128007923

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Artificial Intelligence in Behavioral and Mental Health Care summarizes recent advances in artificial intelligence as it applies to mental health clinical practice. Each chapter provides a technical description of the advance, review of application in clinical practice, and empirical data on clinical efficacy. In addition, each chapter includes a discussion of practical issues in clinical settings, ethical considerations, and limitations of use. The book encompasses AI based advances in decision-making, in assessment and treatment, in providing education to clients, robot assisted task completion, and the use of AI for research and data gathering. This book will be of use to mental health practitioners interested in learning about, or incorporating AI advances into their practice and for researchers interested in a comprehensive review of these advances in one source. - Summarizes AI advances for use in mental health practice - Includes advances in AI based decision-making and consultation - Describes AI applications for assessment and treatment - Details AI advances in robots for clinical settings - Provides empirical data on clinical efficacy - Explores practical issues of use in clinical settings


Perspectives on Digital Humanism

Perspectives on Digital Humanism

Author: Hannes Werthner

Publisher: Springer Nature

Published: 2021-11-23

Total Pages: 342

ISBN-13: 3030861449

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This open access book aims to set an agenda for research and action in the field of Digital Humanism through short essays written by selected thinkers from a variety of disciplines, including computer science, philosophy, education, law, economics, history, anthropology, political science, and sociology. This initiative emerged from the Vienna Manifesto on Digital Humanism and the associated lecture series. Digital Humanism deals with the complex relationships between people and machines in digital times. It acknowledges the potential of information technology. At the same time, it points to societal threats such as privacy violations and ethical concerns around artificial intelligence, automation and loss of jobs, ongoing monopolization on the Web, and sovereignty. Digital Humanism aims to address these topics with a sense of urgency but with a constructive mindset. The book argues for a Digital Humanism that analyses and, most importantly, influences the complex interplay of technology and humankind toward a better society and life while fully respecting universal human rights. It is a call to shaping technologies in accordance with human values and needs.


We, the Robots?

We, the Robots?

Author: Simon Chesterman

Publisher: Cambridge University Press

Published: 2021-08-05

Total Pages: 311

ISBN-13: 1316517683

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Explains how artificial intelligence is pushing the limits of the law and how we must respond.


The Measure of All Minds

The Measure of All Minds

Author: José Hernández-Orallo

Publisher: Cambridge University Press

Published: 2017-01-11

Total Pages: 632

ISBN-13: 1316943208

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Are psychometric tests valid for a new reality of artificial intelligence systems, technology-enhanced humans, and hybrids yet to come? Are the Turing Test, the ubiquitous CAPTCHAs, and the various animal cognition tests the best alternatives? In this fascinating and provocative book, José Hernández-Orallo formulates major scientific questions, integrates the most significant research developments, and offers a vision of the universal evaluation of cognition. By replacing the dominant anthropocentric stance with a universal perspective where living organisms are considered as a special case, long-standing questions in the evaluation of behavior can be addressed in a wider landscape. Can we derive task difficulty intrinsically? Is a universal g factor - a common general component for all abilities - theoretically possible? Using algorithmic information theory as a foundation, the book elaborates on the evaluation of perceptual, developmental, social, verbal and collective features and critically analyzes what the future of intelligence might look like.


The Philosophy of Artificial Intelligence

The Philosophy of Artificial Intelligence

Author: Margaret A. Boden

Publisher: Oxford University Press on Demand

Published: 1990

Total Pages: 452

ISBN-13: 9780198248545

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Is `artificial intelligence' a contradiction in terms? Could computers (in principle) model every aspect of the mind, including logic, language, and emotion? What of the more brain-like, connectionist computers: could they really understand, even if digital computers cannot? This collection of classic and contemporary readings (which includes an editor's introduction and an up-to-date reading list) provides a clearly signposted pathway into hotly disputed philosophical issues at the heart of artificial intelligence.


Healthcare Transformation with Informatics and Artificial Intelligence

Healthcare Transformation with Informatics and Artificial Intelligence

Author: J. Mantas

Publisher: IOS Press

Published: 2023-07-27

Total Pages: 700

ISBN-13: 1643684019

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Artificial intelligence (AI) is once again in the news, with many major figures urging caution as developments in the technology accelerate. AI impacts all aspects of our lives, but perhaps the discipline of Biomedical Informatics is more affected than most, and is an area where the possible pitfalls of the technology might have particularly serious consequences. This book presents the papers delivered at ICIMTH 2023, the 21st International Conference on Informatics, Management, and Technology in Healthcare, held in Athens, Greece, from 1-3 July 2023. The ICIMTH conferences form a series of scientific events which offers a platform for scientists working in the field of biomedical and health informatics from all continents to gather and exchange research findings and experience. The title of the 2023 conference was Healthcare Transformation with Informatics and Artificial Intelligence, reflecting the importance of AI to healthcare informatics. A total of 252 submissions were received by the Program Committee, of which 149 were accepted as full papers, 13 as short communications, and 14 as poster papers after review. The papers cover a wide range of technologies, and topics include imaging, sensors, biomedical equipment, and management and organizational aspects, as well as legal and social issues. The book provides a timely overview of informatics and technology in healthcare during this time of extremely fast developments, and will be of interest to all those working in the field.