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Vocabulary of natural language processing

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Concept information

Terme préférentiel

label smoothing  

Définition

  • A technique used in neural networks for tasks like image classification and speech recognition to prevent model overfitting and improve its generalization ability by distributing probability mass to all labels, not just the gold label.

Concept générique

Exemple

  • During the training process the value of label smoothing is set to 0.1 and dropout is set to 0.1. (Cheng, Yao, Xin, An, Li, Li & Zou, 2024)

Traductions

URI

http://data.loterre.fr/ark:/67375/8LP-S7V1DRMJ-9

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