rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Semantics and deep learning
  name:
    name part: Abzianidze, Lasha
    name part: 1987-
    role:
      role term: creator
    role:
      role term: author.
  name:
    name part: Bylinina, Lisa
    role:
      role term: author.
  name:
    name part: Paperno, Denis
    role:
      role term: author.
  type of resource: text
  genre: bibliography
  origin info:
    place:
      place term: enk
    date issued: 2024
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: print
    extent: 82 pages : illustrations ; 24 cm.
  abstract: 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.
  note: Lasha Abzianidze, Lisa Bylinina, Denis Paperno.
  note: Includes bibliographical references.
  subject:
    topic: Semantics
  subject:
    topic: Deep learning (Machine learning)
  subject:
    topic: Apprentissage profond
  classification: P325.5.D38 A29 2024
  classification: 401.43
  related item:
    title info:
      title: Cambridge elements
      part name: Elements in semantics
  identifier: 9781009542395
  identifier: 1009542397
  identifier: 9781009542364
  identifier: 1009542362
  identifier: 9781009542357
  identifier: 9781009542340
  location:
    physical location: POD
  record info:
    record content source: UKMGB
    record creation date: 241114
    record change date: 20250802185249.9
    record identifier: in00005653943
    language of cataloging:
      language term: eng