Semantics and Deep Learning

Lasha Abzianidze (Utrecht University), Lisa Bylinina (Utrecht University), Denis Paperno (Utrecht University)

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English

Cambridge University Press
16 January 2025

Semantics; Computer science

Series: Elements in Semantics

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.

By: Lasha Abzianidze (Utrecht University), Lisa Bylinina (Utrecht University), Denis Paperno (Utrecht University)
Imprint: Cambridge University Press
Country of Publication: United Kingdom
ISBN: 9781009542364
ISBN 10: 1009542362
Series: Elements in Semantics
Pages: 90
Publication Date: 16 January 2025
Audience: College/higher education , Further / Higher Education
Format: Paperback
Publisher's Status: Active

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