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

Yifei Liu, Zhixiang Liang, Wentao Tan +4

Deep-search agents are commonly trained by distilling tool-use trajectories from stronger teacher models. However, structurally complex questions may remain relatively easy for tea…