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Cognitive Plausibility in Natural Language Processing

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Paru le : 2023-10-30

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 pro...
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Description du livre

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. 

À propos

Auteur
Lisa Beinborn , Nora Hollenstein
Éditeur
Springer
Collection
Synthesis Lectures on Human Language Technologies
Parution
2023-10-30
Pages
158 pages
EAN papier
9783031432590

Auteur(s) du livre


Defaut-Illustration Lisa Beinborn
Defaut-Illustration Nora Hollenstein

Caractéristiques détaillées - droits

EAN PDF
9783031432606
Prix
42,19 €
Nombre pages copiables
1
Nombre pages imprimables
15
Taille du fichier
2161 Ko
Ce livre est accessible aux handicaps informations d'accessibilité
EAN EPUB
9783031432606
Prix
42,19 €
Nombre pages copiables
1
Nombre pages imprimables
15
Taille du fichier
819 Ko
Ce livre est accessible aux handicaps informations d'accessibilité

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