Phong Do

Human-Residual Steering: Aligning Frozen LLM Judges with Human Judgment Distributions

Large language models (LLMs) are widely used as automated judges, yet most alignment methods target aggregated human judgments and overlook variation among individual annotators. Existing approaches to matching the full distribution of human ratings mainly rely on output-level calibration or parameter fine-tuning. We p...