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The challenges in using LLM-as-a-Judge - Sourabh Agrawal | Vector Space Talks - Qdrant

Mar 19, 2024Demetrios Brinkmann
The challenges in using LLM-as-a-Judge - Sourabh Agrawal | Vector Space Talks - Qdrant
SummaryAI, from the source post

This post details the challenges and strategies for using LLMs as judges for evaluating chatbot responses, emphasizing cost-effectiveness and real-time assessment. It highlights the use of smaller, cheaper models for evaluation, the importance of tailored metrics, and techniques for mitigating issues like hallucinations and jailbreaking. The discussion also touches upon integrating evaluation into the development workflow, including parallel evaluation for safety checks and post-generation analysis for relevance and quality.

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