Synopsis
This book explores the cognitive plausibility of computational language models and why it’s an important factor in their development and evaluation.
Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.
À propos de l?auteur
Lisa Beinborn is an Assistant Professor for Natural Language Processing at the Computational Linguistics and Text Mining Lab at Vrije Universiteit Amsterdam. She studied Computational Linguistics in Saarbrücken, Barcelona, and Bolzano, and obtained her PhD in Computer Science at TU Darmstadt. Her research focuses on cognitively plausible language processing and cross-lingual models. She works on the interpretability of representational transfer and is interested in educational applications of NLP.
Nora Hollenstein is currently working at the Center for Language Technology of the University of Copenhagen and at the Department of Computational Linguistics of the University of Zurich. She obtained her PhD from ETH Zurich working on cognitively inspired NLP. The focus of her research lies in improving and evaluating natural language processing applications with cognitive signals such as eye-tracking and brain activity recordings. She is especially interested in multilingual and multimodal NLP
Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.
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Cognitive Plausibility in Natural Language Processing (eng)
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Cognitive Plausibility in Natural Language Processing
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Springer International Publishing Feb 2024, 2024
ISBN 10 : 3031432592
ISBN 13 : 9783031432590
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Buch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 172 pp. Englisch. N° de réf. du vendeur 9783031432590
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Cognitive Plausibility in Natural Language Processing (Synthesis Lectures on Human Language Technologies)
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Cognitive Plausibility in Natural Language Processing
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ISBN 10 : 3031432592
ISBN 13 : 9783031432590
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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Provides a resource for students and researchers in natural language processing, machine learning, and cognitive scienceArgues that model development targeted purely toward performance-driven evaluation has reached a ceilingApproaches the t. N° de réf. du vendeur 985700070
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Cognitive Plausibility in Natural Language Processing
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Springer, Springer International Publishing Okt 2023, 2023
ISBN 10 : 3031432592
ISBN 13 : 9783031432590
Neuf
Couverture rigide
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Buch. Etat : Neu. This item is printed on demand - Print on Demand Titel. Neuware -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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 172 pp. Englisch. N° de réf. du vendeur 9783031432590
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Cognitive Plausibility in Natural Language Processing
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Springer International Publishing, 2023
ISBN 10 : 3031432592
ISBN 13 : 9783031432590
Neuf
Couverture rigide
Vendeur : AHA-BUCH GmbH, Einbeck, Allemagne
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Buch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - 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. N° de réf. du vendeur 9783031432590
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Cognitive Plausibility in Natural Language Processing
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Buch. Etat : Neu. Cognitive Plausibility in Natural Language Processing | Lisa Beinborn (u. a.) | Buch | Synthesis Lectures on Human Language Technologies | xi | Englisch | 2023 | Springer | EAN 9783031432590 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu Print on Demand. N° de réf. du vendeur 127343682
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