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EarlyBERT: Efficient BERT Training via Early-bird Lottery Tickets
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earlyBERT
WebSep 28, 2024 · In this paper, inspired by the Early-Bird Lottery Tickets studied for computer vision tasks, we propose EarlyBERT, a general computationally-efficient training algorithm applicable to both pre-training and fine-tuning of large-scale language models. We are the first to identify structured winning tickets in the early stage of BERT training, and ... WebMar 1, 2024 · It has been verified that this method of self-supervised learning in a large corpus in the pre-training stage is an efficient method to solve different tasks in a scenario. Besides, there are many variants of the Bert model, such as EarlyBERT , InfoBERT , ChineseBERT , and RpBERT . They have achieved quite good results in NLP. churchfield education products limited