Reducing Confusion in Active Learning for Part-Of-Speech Tagging

Aditi Chaudhary
Aditi Chaudhary
Zaid Sheikh
Zaid Sheikh
Cited by: 0|Bibtex|Views9
Other Links: arxiv.org

Abstract:

Active learning (AL) uses a data selection algorithm to select useful training samples to minimize annotation cost. This is now an essential tool for building low-resource syntactic analyzers such as part-of-speech (POS) taggers. Existing AL heuristics are generally designed on the principle of selecting uncertain yet representative tra...More

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