BeliefShift: Benchmarking Temporal Belief Consistency and Opinion Drift in LLM Agents
arXiv:2603.23848v1 Announce Type: new
Abstract: LLMs are increasingly used as long-running conversational agents, yet every major benchmark evaluating their memory treats user information as static facts to be stored and retrieved. That’s the wrong mo…