Avoiding What Your Teacher Already Knows: Entity Familiarity for Deep-Search Distillation.

arXiv:2610.16251v1 Announce Type: cross Abstract: Deep-search agents are commonly trained by distilling tool-use trajectories from stronger teacher models. However, structurally complex questions may remain relatively easy for teachers familiar with key entiti