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

9781009542395


Pages:   90
Publication Date:   16 January 2025
Format:   Hardback
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
Weight:   0.271kg
ISBN:  

9781009542395


ISBN 10:   1009542397
Pages:   90
Publication Date:   16 January 2025
Audience:   College/higher education ,  Postgraduate, Research & Scholarly
Format:   Hardback
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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