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Semantics and Deep Learning - Lasha Abzianidze,Lisa Bylinina,Denis Paperno

English
2024-12-17
€41.87 €52.34

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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, mea ... Full description

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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.

More Information

Author Lasha Abzianidze, Lisa Bylinina, Denis Paperno
Publisher Cambridge University Press
Release year 2024
Cover type Softcover
EAN 9781009542364
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€41.87 €52.34