03682nam a22006015i 4500 978-3-031-43260-6 DE-He213 20251030110827.0 cr nn 008mamaa 231030s2024 sz | s |||| 0|eng d 9783031432606 978-3-031-43260-6 10.1007/978-3-031-43260-6 doi QA76.9.N38 UYQL bicssc COM073000 bisacsh UYQL thema Beinborn, Lisa. author. aut http://id.loc.gov/vocabulary/relators/aut 66853 Cognitive Plausibility in Natural Language Processing [electronic resource] / by Lisa Beinborn, Nora Hollenstein. 1st ed. 2024. Cham : Springer International Publishing : Imprint: Springer, 2024. XI, 158 p. 3 illus., 2 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 Acknowledgments -- Chapter 1 Introduction -- Chapter 2 Foundations of Language Modeling -- Chapter 3 Cognitive Signals of Language Processing -- Chapter 4 Behavioral Patterns -- Chapter 5 Representational Structure -- Chapter 6 Procedural Strategies -- Chapter 7 Towards Cognitively More Plausible Models -- Bibliography. . This book explores the cognitive plausibility of computational language models and why it’s an important factor in their development and evaluation. The authors present the idea that more can be learned about cognitive plausibility of computational language models by linking signals of cognitive processing load in humans to interpretability methods that allow for exploration of the hidden mechanisms of neural models. The book identifies limitations when applying the existing methodology for representational analyses to contextualized settings and critiques the current emphasis on form over more grounded approaches to modeling language. The authors discuss how novel techniques for transfer and curriculum learning could lead to cognitively more plausible generalization capabilities in models. The book also highlights the importance of instance-level evaluation and includes thorough discussion of the ethical considerations that may arise throughout the various stages of cognitive plausibility research. . Natural language processing (Computer science). 65131 Machine learning. 55059 Artificial intelligence. 58441 Computational linguistics. Cognitive science. 66854 Applied linguistics. 66855 Natural Language Processing (NLP). 66164 Machine Learning. 55059 Artificial Intelligence. 58441 Computational Linguistics. Cognitive Science. 66856 Applied Linguistics. 66857 Hollenstein, Nora. author. aut http://id.loc.gov/vocabulary/relators/aut 66858 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031432590 Printed edition: 9783031432613 Printed edition: 9783031432620 Synthesis Lectures on Human Language Technologies, 1947-4059 66859 https://doi.org/10.1007/978-3-031-43260-6 ZDB-2-SXSC 56467 56467