Similar Models Learn Differently: Final-Window Pretraining Shapes Post-Training Beyond SFT

Cen Lu, Yung-Chen Tang, Andrea Cavallaro

Developers judge a model checkpoint by how it behaves. After supervised fine-tuning (SFT), two checkpoints that perform about the same across relevant benchmarks are treated as int…