When Residualization Helps an Audit: Format Effects, Slice Gains, and Their Limits

Daein Weon, Dong Ho Kang

Evaluation scores used around LLM systems -- including reward models, rerankers, and LLM judges -- can track surface form instead of the quality they claim to measure. When present…