to do this, you need TWO sets of model weights: the initial model and a finetune this is realistic. open-weights models often come with two checkpoints instead of one-shot generating data from weights, we select data from the web with gradients that point along the model diff
Finetuning AI Models: Gradient-Based Data Selection Strategy
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