Semantics and Deep Learning

Lasha Abzianidze, Lisa Bylinina, Denis Paperno (Autoren)

Buch | Hardcover

75 Seiten

2025
Cambridge University Press (Verlag)
978-1-009-54239-5 (ISBN)

Noch nicht erschienen (ca. Januar 2025)
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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.

1. Introduction; 2. Textual Inference; 3. Compositionality; 4. Grounding: Language and Vision; 5. Conclusions, open problems and further directions; References.

Erscheint lt. Verlag	31.1.2025
Reihe/Serie	Elements in Semantics
Zusatzinfo	Worked examples or Exercises
Verlagsort	Cambridge
Sprache	englisch
Themenwelt	Geisteswissenschaften ► Sprach- / Literaturwissenschaft ► Sprachwissenschaft
Themenwelt	Mathematik / Informatik ► Informatik ► Theorie / Studium
ISBN-10	1-009-54239-7 / 1009542397
ISBN-13	978-1-009-54239-5 / 9781009542395
Zustand	Neuware