Прогрессивті білім дистилляциясы
method
ID: progressiveknowledgedistillation
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Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher
AbstractWith the ever growing scale of neural models, knowledge distillation (KD) attracts more attention as a prominent tool for neural model compression. However, there are counter intuitive observations in the …...
Sparse Progressive Distillation: Resolving Overfitting under Pretrain-and-Finetune Paradigm
AbstractConventional wisdom in pruning Transformer-based language models is that pruning reduces the model expressiveness and thus is more likely to underfit rather than overfit. However, under the trending pretrain-and-finetune paradigm, …...