意味論と深層学習 Semantics and Deep Learning

著者名：Abzianidze, Lasha/Bylinina, Lisa/Paperno, Denis

Cambridge University Press（2025/01/16発売）

• 言語：ENG
• ISBN：9781009542395
• eISBN：9781009542371

Description

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.

Table of Contents

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