Learning label smoothing for text classification

Training with soft labels instead of hard labels can effectively improve the robustness and generalization of deep learning models. Label smoothing often provides uniformly distributed soft labels during the training process, whereas it does not take the semantic difference of labels into account. T...

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Bibliografiske detaljer

Principais autores:	Han Ren, Yajie Zhao, Yong Zhang, Wei Sun
Format:	Artigo
Sprog:	Inglês
Udgivet:	PeerJ Inc. 2024-04-01
Serier:	PeerJ Computer Science
Fag:	Text classification Neural network Label smoothing Excessive regularization Soft label
Online adgang:	https://peerj.com/articles/cs-2005.pdf
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