Recalling Too Well: Sycophancy Evaluation and Mitigation in Memory-Augmented Models

Shelly Bensal, Axel Magnuson, Aparna Balagopalan +1

Persistent memory systems promise to make LLMs more helpful by storing user beliefs over time. We show they also make models less correct by amplifying sycophancy, wherein models p…