Semantics and Deep Learning
Book Details
Format
Paperback / Softback
Book Series
Elements in Semantics
ISBN-10
1009542362
ISBN-13
9781009542364
Publisher
Cambridge University Press
Imprint
Cambridge University Press
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Jan 16th, 2025
Print length
90 Pages
Weight
147 grams
Dimensions
22.90 x 15.20 x 0.50 cms
Product Classification:
Semantics, discourse analysis, etcComputer science
AI Summary
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This Element covers the interaction of two research areas: linguistic semantics and deep learning. It focuses on three phenomena central to natural language interpretation: reasoning and inference; compositionality; extralinguistic grounding.
This Element covers the interaction of two research areas: linguistic semantics and deep learning. It focuses on three phenomena central to natural language interpretation: reasoning and inference; compositionality; extralinguistic grounding. Representation of these phenomena in recent neural models is discussed, along with the quality of these representations and ways to evaluate them (datasets, tests, measures). The Element closes with suggestions on possible deeper interactions between theoretical semantics and language technology based on deep learning models.
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