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    Semantics and Deep Learning

Semantics and Deep Learning

Semantics and Deep Learning
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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.
      Format: CONTRIBUTORS: Semantics and Deep Learning EAN: 9781009542395 COUNTRY: United Kingdom PAGES: 75 WEIGHT: HEIGHT:
      PUBLISHED BY: Cambridge University Press DATE PUBLISHED: 2025-01-31 CITY: GENRE: COMPUTERS / Computer Science, LANGUAGE ARTS & DISCIPLINES / Linguistics / Semantics WIDTH: SPINE:

      Book Themes:

      Semantics, discourse analysis, stylistics, Computer science

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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.
      Format: CONTRIBUTORS: Semantics and Deep Learning EAN: 9781009542395 COUNTRY: United Kingdom PAGES: 75 WEIGHT: HEIGHT:
      PUBLISHED BY: Cambridge University Press DATE PUBLISHED: 2025-01-31 CITY: GENRE: COMPUTERS / Computer Science, LANGUAGE ARTS & DISCIPLINES / Linguistics / Semantics WIDTH: SPINE:

      Book Themes:

      Semantics, discourse analysis, stylistics, Computer science

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      Be the first to write a review
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