Multilingual Artificial Intelligence - Peng Wang, Samuel (Pete) Smith

Multilingual Artificial Intelligence

Buch | Hardcover
190 Seiten
2025
Routledge (Verlag)
978-1-032-74724-8 (ISBN)
168,35 inkl. MwSt
Multilingual Artificial Intelligence is a guide for non-computer science specialists and learners looking to explore the implementation of AI technologies to solve real-life problems involving language data.

Focusing on multilingual, multicultural, pre-trained large language models and their practical use through fine-tuning and prompt engineering, Wang and Smith demonstrate how to apply this new technology in areas such as information retrieval, semantic webs and retrieval augmented generation, to improve both human productivity and machine intelligence. Finally, it discusses the human impact of language technologies in the cultural context, and provides an AI competence framework for users to design their own learning journey.

This innovative text is essential reading for all students, professionals and researchers in language, linguistics and related areas looking to understand how to integrate multilingual and multicultural artificial intelligence technology into their research.

Peng Wang is an IT analyst, as well as the chair of the Multilingual AI Track. She is co-author of Machine Learning in Translation. Samuel “Pete” Smith is Professor of Modern Languages at the University of Texas Arlington, where he also serves as Chief Analytics and Data Officer.

List of Tables

List of Figures

Preface

Part One

Chapter 1: Multilingual AI in a mathematical theory of communication

Chapter 2: Data landscape for multilingual AI

Chapter 3: Basic techniques to achieve artificial intelligence

Chapter 4: Symbolic meaning and vector semantics

Part Two

Chapter 5: Multilingual large language models, fine-tuning and prompt engineering

Chapter 6: Multilingual and cross-lingual information retrieval

Chapter 7: Augmenting LLM performance with human knowledge

Part Three

Chapter 8: Multilingual AI in Practice

Chapter 9: Multicultural AI

Chapter 10: Multilingual and Multicultural AI—Pedagogy, Proficiency, Policy, and Predictions

References

Index

Erscheint lt. Verlag 2.4.2025
Zusatzinfo 7 Tables, black and white; 8 Line drawings, black and white; 3 Halftones, black and white; 11 Illustrations, black and white
Verlagsort London
Sprache englisch
Maße 174 x 246 mm
Themenwelt Geisteswissenschaften Sprach- / Literaturwissenschaft Sprachwissenschaft
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
ISBN-10 1-032-74724-2 / 1032747242
ISBN-13 978-1-032-74724-8 / 9781032747248
Zustand Neuware
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