Artificial Psychology: Learning from the Unexpected Capabilities of Large Language Models

Name: Artificial Psychology: Learning from the Unexpected Capabilities of Large Language Models
Brand: Springer
SKU: 9783031766480
Price: 3603.0 INR
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by Clayton Lewis

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ISBN13: 9783031766480
Binding: Paperback
Subject: N/A
Publisher: Springer
Publisher Imprint: Springer
Publication Date: January 1, 2025
Pages: 276
Original Price: EUR 49.04
Language: English
Edition: N/A
Item Weight: 438 grams
BISAC Subject(s): Social Aspects

About The Book

The success of predictive large language models (PLLMs) like GPT3 and ChatGPT has created both enthusiasts and skeptics of their widespread practical applications, but this book argues that the larger significance of such models is contained in what they suggest about human cognition. To explore this potential, the book develops a thought experiment called the Prediction Room, a reference to John Searle's influential Chinese Room argument, in which a human agent processes language by following a set of opaque written rules without possessing an inherent understanding of the language. The book proposes a new Room model--the Prediction Room with its resident Prediction Agent--generalizing the working of large language models. Working through a wide range of topics in cognitive science, the book challenges the conclusion of Searle's thought experiment, that discredited contemporary artificial intelligences (AI), through the suggestion that the Prediction Room offers a means of exploring how new ideas in AI can provide productive alternatives to traditional understandings of human cognition. In considering the implications of this, the book reviews an array of topics and issues in cognitive science to uncover new ideas and reinforce older ideas about the mental mechanisms involved in both sides. The discussion of these topics in the book serves two purposes. First, it aims to stimulate new thinking about familiar topics like language acquisition or the nature and acquisition of concepts. Second, by contrasting human psychology with the form of artificial psychology these models exhibit, it uncovers how new directions in the development of these systems can be better explored.

About The Author

Clayton Lewis is Ermeritus Professor of Computer Science and Fellow of the Institute of Cognitive Science at the University of Colorado Boulder, and Fellow of the Hanse-Wissenschaftskolleg, Delmenhorst, Germany. He earned an A.B. in mathematics from Princeton University, an interdisciplinary M.S. in mathematics and linguistics from MIT, and a Ph.D. in experimental psychology from the University of Michigan. His work has contributed to user interface evaluatiion, programming language design, cognitive assistive technology, educational technology, and cognitive theory in causal attribution and learning. He has been honored by appointment to the ACM SIGCHI Academy, by the SIGCHI Social Impact Award, and by the ACM SIGACCESS Outstanding Contribution Award.

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