Classification Systems: Combining taxonomical and perceptual lexical meaning

• Lexical meaning includes both perceptual and logical aspects. We present a method for combining a taxonomy with perceptual classifiers, and show that in the few-shot setting, it out-performs other methods of injecting taxonomical information in image classification. We use this method to define witness conditions for types in a rich type system with probabilistic type judgments and suggest how such a type system can be used as the basis for a new type of hybrid NLU architecture.

Ämnesord

HUMANIORA  -- Språk och litteratur -- Jämförande språkvetenskap och allmän lingvistik (hsv//swe)

HUMANITIES  -- Languages and Literature -- General Language Studies and Linguistics (hsv//eng)

Nyckelord

semantics

Publikations- och innehållstyp

ref (ämneskategori)

kon (ämneskategori)