Semantics and Deep Learning (Hardcover) (ISBN-13: 9781009542395)

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.

Author: Lasha Abzianidze, Lisa Bylinina, Denis Paperno
ISBN-10: 1009542397
ISBN-13: 9781009542395
Publisher: Cambridge University Press
Language: English
Published: 01/16/2025
Pages: 90
Format: Hardcover
Weight: 0.65lbs
Size: 9.00h x 6.00w x 0.25d