Understanding Emergent Abilities of Language Models from the Loss Perspective (opens in new tab)

Does this mean that "overtraining" a midsize LLM for many more epochs on a small, representative subset of the dataset used by a larger, more performant LLM might be sufficient for matching the performance of the larger model?