Nora Hollenstein: Cognitive Plausibility in Natural Language Processing, Kartoniert / Broschiert
Cognitive Plausibility in Natural Language Processing
Buch
lieferbar innerhalb 2-3 Wochen
(soweit verfügbar beim Lieferanten)
(soweit verfügbar beim Lieferanten)
Aktueller Preis: EUR 42,66
- Verlag:
- Springer International Publishing, 11/2024
- Einband:
- Kartoniert / Broschiert, Paperback
- Sprache:
- Englisch
- ISBN-13:
- 9783031432620
- Artikelnummer:
- 12066308
- Umfang:
- 172 Seiten
- Gewicht:
- 300 g
- Maße:
- 240 x 168 mm
- Stärke:
- 10 mm
- Erscheinungstermin:
- 1.11.2024
- Hinweis
-
Achtung: Artikel ist nicht in deutscher Sprache!
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Klappentext
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.
Nora Hollenstein, Lisa Beinborn
Cognitive Plausibility in Natural Language Processing
Aktueller Preis: EUR 42,66