一作ACL 2026Findings· Findings of ACL
MENTOR : Mitigating Identity Drift in Dynamic Role-Playing via Dual-Chain Structured Memory
Zhu Zhuoning · Xingyu Gao · Hailong Shi
摘要
Long-context LLM agents increasingly serve multiple users or personas within a single session, requiring stable identity and knowledge boundaries under frequent switching. We identify a common failure mode, identity drift, where models conflate user-specific states and leak information across rol...