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Semantics and Deep Learning / Lasha Abzianidze, Lisa Bylinina, and Denis Paperno.
- Format:
- Book
- Author/Creator:
- Abzianidze, Lasha, author.
- Bylinina, Lisa, author.
- Paperno, Denis, author.
- Series:
- Elements in Semantics Series
- Language:
- English
- Subjects (All):
- Deep learning (Machine learning).
- Semantics--Data processing.
- Semantics.
- Physical Description:
- 1 online resource (v, 86 pages).
- Edition:
- First edition.
- Place of Publication:
- Cambridge, England : Cambridge University Press, [2024]
- Summary:
- 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
- Notes:
- Description based on print version record.
- Includes bibliographical references.
- ISBN:
- 9781009542371
- 1009542370
- 9781009542357
- 1009542354
- 9781009542340
- 1009542346
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