Reduced Forgetfulness in Continual Learning for Named Entity Recognition Through Confident Soft-Label Imitation

Reduced Forgetfulness in Continual Learning for Named Entity Recognition Through Confident Soft-Label Imitation

Continual Learning for Named Entity Recognition (CL-NER) is a crucial task in recognizing emerging concepts when constructing real-world natural language processing applications. It involves sequentially updating an existing NER model with new entity types while retaining previously learned informat...

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Bibliographic Details
Main Authors: Huan Zhang, Long Zhou, Miaomiao Gu
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Mathematics
Subjects:
named entity recognition
continual learning
knowledge distillation
soft-label
Online Access:https://www.mdpi.com/2227-7390/12/24/3964
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