Author

Yanghui Rao

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Preprint Aug 2026

Stopping and Routing LLM Judge Panels

LLM evaluation pipelines often have many candidate judges: general LLM-as-a-judge prompts, reward models, safety classifiers, confidence variants, and task-specific verifiers. The deployment question is not only which judge is best, but which judges should be called, on which examples, and when panel construction shoul...

Bin Zhu, Yi Xie, Yanghui Rao · 2 citations

Preprint Aug 2026

Rethinking Reverse KL as Adaptive Entropy Distillation

This work revisits on-policy Reverse Kullback-Leibler distillation and decomposes its objective into a teacher-fitting term and a student-entropy term, without introducing an explicit FKL branch, and proposes Adaptive Entropy Distillation (AED), which uses the teacher's entropy to dynamically calibrate token-level imit...

Shizheng Li, Zhiyu Shen, Yu-Yin Lu et al. · 0 citations