From Facts to Insights: A Persona-Driven Dual Memory Framework and Dataset for Role-Playing Agents. - Rongsheng Zhang; Ruofan Hu; Weijie Chen; Jiji Tang; Junnan Ren; Wanying Wu; Xunuoyan Chen; Tangjie Lv; Tao Jin; Zhou Zhao (CoRR, 2026)