Semantics and Deep Learning
Author:   Lasha Abzianidze (Utrecht University) ,  Lisa Bylinina (Utrecht University) ,  Denis Paperno (Utrecht University)
Publisher:   Cambridge University Press
ISBN:  

9781009542364


Pages:   90
Publication Date:   16 January 2025
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Semantics and Deep Learning


Overview

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.

Full Product Details

Author:   Lasha Abzianidze (Utrecht University) ,  Lisa Bylinina (Utrecht University) ,  Denis Paperno (Utrecht University)
Publisher:   Cambridge University Press
Imprint:   Cambridge University Press
Dimensions:   Width: 15.20cm , Height: 0.50cm , Length: 22.90cm
Weight:   0.147kg
ISBN:  

9781009542364


ISBN 10:   1009542362
Pages:   90
Publication Date:   16 January 2025
Audience:   College/higher education ,  Postgraduate, Research & Scholarly
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1. Introduction; 2. Textual Inference; 3. Compositionality; 4. Grounding: Language and Vision; 5. Conclusions, open problems and further directions; References.

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