Cognitive Plausibility in Natural Language Processing (Synthesis Lectures on Human Language Technologies) free ebook download.

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Cognitive Plausibility in Natural Language Processing (Synthesis Lectures on Human Language Technologies) free ebook download

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Author(s):	Lisa Beinborn

Date:	2024	Format:	pdf	Language:	English	ISBN/ASIN:	3031432592
Pages:	169	OCR:		Quality:		ISBN13:
Uploader:	risotor	Upload Date:	11/28/2023 9:23:58 AM

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This book explores the cognitive plausibility of computational language models and why its 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.
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Tags: Cognitive Human Language Language Lectures Natural Plausibility Processing Synthesis Technologies

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