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Good question, we don't know how LOMO will perform in the pre-training stage. The major concern is that the SGD is sensitive to the optimization settings. My guess is that the optimization process of pre-training from scratch is more difficult compared to fine-tuning or further pre-training.
In practice, a controversial solution is using a powerful optimizer (e.g., Adam) for a warm-up and switching to a cheaper optimizer (e.g., LOMO).
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