Share the Judge, Learn the Deferral: Where Specialization Helps LLM Evaluation

Ye Chen, Weining Zhang

The paper studies whether LLM evaluators should be domain‑specialized in their weights or only in the decision rule that defers judgment, showing that sharing a common judge works…