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Lujing Cen

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Jul 2026

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

A controlled experiment on the final window of pretraining, the last data trained on before instruction tuning, finds that what a model is pretrained on last shapes how it reacts to alignment, and what it was trained on last should be reported with it.

Lujing Cen, Yung-Chen Tang, Andrea Cavallaro · 0 citations

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