Jin Mao

Towards reliable LLM evaluators: Discovering and internalizing explicit scoring logic

Large language models (LLMs) have become effective evaluators across a wide range of tasks, but in rigorous contexts such as educational measurement, a model that can produce plausible scores is not yet a reliable rater. A central limitation of current LLM evaluators is that their scoring logic remains implicit and is...