03827nam a22006015i 4500 978-3-031-48189-5 DE-He213 20251030110917.0 cr nn 008mamaa 240108s2024 sz | s |||| 0|eng d 9783031481895 978-3-031-48189-5 10.1007/978-3-031-48189-5 doi QA76.9.N38 UYQL bicssc COM073000 bisacsh UYQL thema Mazumder, Sahisnu. author. aut http://id.loc.gov/vocabulary/relators/aut 69355 Lifelong and Continual Learning Dialogue Systems [electronic resource] / by Sahisnu Mazumder, Bing Liu. 1st ed. 2024. Cham : Springer International Publishing : Imprint: Springer, 2024. XVI, 171 p. 64 illus., 55 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Synthesis Lectures on Human Language Technologies, 1947-4059 1 Introduction -- 2 Open-world Continual Learning: A Framework -- 3 Continuous Factual Knowledge Learning in Dialogues -- 4 Continuous and Interactive Language Learning and Grounding -- 5 Continual Learning in Chit-chat Systems -- 6 Continual Learning for Task-oriented Dialogue Systems -- 7 Continual Learning of Conversational Skills -- 8 Conclusion and Future Directions. This book introduces the new paradigm of lifelong and continual learning dialogue systems to endow dialogue systems with the ability to learn continually by themselves through their own self-initiated interactions with their users and the working environments. The authors present the latest developments and techniques for building such continual learning dialogue systems. The book explains how these developments allow systems to continuously learn new language expressions, lexical and factual knowledge, and conversational skills through interactions and dialogues. Additionally, the book covers techniques to acquire new training examples for learning new tasks during the conversation. The book also reviews existing work on lifelong learning and discusses areas for future research. Provides background on the categories of dialogue systems, including their problems and weaknesses Provides a framework for open-world continual learning and explains how it can be used to improve dialogue systems Focuses on how lifelong learning dialogue systems can be built and deployed for practical applications. Natural language processing (Computer science). 65131 Artificial intelligence. 58441 Machine learning. 55059 Expert systems (Computer science). 67822 Computational linguistics. Computer science. 58552 Natural Language Processing (NLP). 66164 Artificial Intelligence. 58441 Machine Learning. 55059 Knowledge Based Systems. 67823 Computational Linguistics. Computer Science. 58552 Liu, Bing. author. aut http://id.loc.gov/vocabulary/relators/aut 69356 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031481888 Printed edition: 9783031481901 Printed edition: 9783031481918 Synthesis Lectures on Human Language Technologies, 1947-4059 66859 https://doi.org/10.1007/978-3-031-48189-5 ZDB-2-SXSC 57131 57131