Codifying the Judge: Scalable Evaluation via Program Distillation.

arXiv:2607.22561v2 Announce Type: replace Abstract: LLM-as-a-judge has become the standard for automated evaluation, but it suffers from high cost, inference latency, and opaque decisions---limitations that undermine its scalability and reliability. We address