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

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2024-12-17
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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 ... Pilns apraksts

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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, measures). The Element closes with suggestions on possible deeper interactions between theoretical semantics and language technology based on deep learning models.

Vairāk informācijas

Autors Lasha Abzianidze, Lisa Bylinina, Denis Paperno
Izdevējs Cambridge University Press
Izlaides gads 2024
Vāka tips Mīkstais vāks
EAN 9781009542364
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36,64 € 52,34 €