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Semantics and Deep Learning by Lasha Abzianidze

Semantics and Deep Learning

by Lasha Abzianidze , Lisa Bylinina , Denis Paperno
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Book cover type: Hardcover
  • ISBN13: 9781009542395
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Cambridge University Press
  • Publisher Imprint: Cambridge University Press
  • Publication Date:
  • Pages: 90
  • Original Price: GBP 55.0
  • Language: English
  • Edition: N/A
  • Item Weight: 295 grams
  • BISAC Subject(s): Linguistics / 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.

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