Matteo Santelmo

Learning What to Imitate: Entropy-Aware Distribution Mixing

Small language models are often post-trained as students on reasoning traces from stronger teacher models to efficiently learn new skills. However, token-level imitation on traces that lie far outside the student's expected distribution often produces \textit{confident conflicts}, whereby the student is required to imi...