**Codifying the Judge: Scalable Evaluation via Program Distillation** > LLM-as-

**Codifying the Judge: Scalable Evaluation via Program Distillation**

> LLM-as-a-judge has become the standard for automated evaluation, but it suffers from high cost, significant latency, and opaque decisions -- limitations that undermine its scalability and reliability. We address these with a simple, efficient alternative: program distillation. Instead of prompting an LLM at the evaluation time, we distill its decision logic into a committee of programs that score candidates directly....

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：论文
- **发布时间**：2026-07-28 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2607.22561)