Measuring and Mitigating Identity-Cue Preference Drift in LLM-based Recommender Systems

Zhuoxiong Gan, Qiang Dong

In large language model-based recommender systems, identity cues embedded in prompts can steer recommendations toward group-level patterns even when the underlying behavioral evide…