MemSyco-Bench: Benchmarking Sycophancy in Agent Memory
MemSyco-Bench is a new benchmark designed to test how Large Language Model agents handle 'sycophancy'—when they over-align with user preferences instead of objective facts when using retrieved memories. It measures if an agent knows when to reject, respect the scope of, resolve conflicts with, or correctly use memory for personalization.