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cs.CL2026
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…
cs.AI2026
SearchMaster: Grounded and Regulated Self-Play for Search Agents
Wentao Tan, Qiong Cao, Jiaqi Wang +1
Training LLM-based search agents requires high-quality search data: tasks that demand genuine multi-hop retrieval and trajectories that use search tools effectively. Existing pipel…