most citedLimitations of the LLM-as-a-Judge Approach for Evaluating LLM Outputs in Expert Knowledge Tasks

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cs.AI2026

MERCI Cards: An LLM Evaluation and Deployment Framework for High-Stakes Domains

Aparna Komarla, Annalisa Szymanski

As LLMs are increasingly deployed in high-stakes professional workflows, engineers and researchers require principled protocols to systematically track, monitor, and improve model…