BeliefShift: Benchmarking Temporal Belief Consistency and Opinion Drift in LLM Agents

Praveen Kumar Myakala, Manan Agrawal, Rahul Manche

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 retriev…