Ding Tong

From Prompting to Behavioral Alignment: Personalized LLM Judges for Recommendation Evaluation

A sequential behavioral alignment framework pairing fine-tuning with preference optimization over paired correct and counterfactual rationales is developed and applied, demonstrating that behavioral alignment mitigates bidirectional rationalization while delivering human-interpretable reasoning traces without manual pipeline overhead.