From Solver Trajectories to Teaching Trajectories: Cognition-Aligned Reasoning Distillation.

arXiv:2610.36445v1 Announce Type: new Abstract: Knowledge distillation from large reasoning models (LRMs) often uses raw teacher trajectories as supervision. However, this practice creates a mismatch between the goal of distillation and the nature of teacher t