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Our Journey Optimizing LLM-as-Judge Evaluation Prompts

calendar_today May 4, 2026 person Sourav Chattaraj domain reuters

How we used GEPA and ACE to triple our evaluation accuracy for legal document updates Prompt optimization isn’t just about better wording — it’s about systematic evolution. The Challenge: When LLMs Judge LLMs We had a problem. Our system generates updates for legal documents — think regulatory changes that need to ripple through thousands of practice notes.

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