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Vocabulary of natural language processing

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Concept information

... > NLP methods and tools > artificial intelligence > machine learning > machine learning model > neural networks model > student model

Preferred term

student model  

Definition

  • A small neural network trained to mimic the behavior and performance of a teacher model, a network with a higher learning capacity. (Based on Han et al., On the Impact of Knowledge Distillation for Model Interpretability)

Broader concept

Example

  • Our approach is complimentary and can be combined with their method to distill better student models. (Feng, Yang, Cer, Arivazhagan & Wang, 2022)
  • The cohort training strategy enables multiple student models to teach and learn from each other. (Li, Zhao & Tan, 2023)
  • The student model then evaluates whether to incorporate these improvements based on its unique statistical attributes. (Li, Chen, Chen, He, Gu & Zhou, 2024)

In other languages

URI

http://data.loterre.fr/ark:/67375/8LP-B3ZD85CS-B

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