Curse of Knowledge: When Complex Evaluation Context Benefits yet Biases LLM Judges

Weiyuan Li, Xintao Wang, Siyu Yuan +5

As large language models (LLMs) grow more capable, they face increasingly diverse and complex tasks, making reliable evaluation challenging. The paradigm of LLMs as judges has emer…