Shypd.aiThe largest open index of AI toolsevaluation-guidebook is a Research & Education tool that shares practical and theoretical knowledge about LLM evaluation. It guides users on designing evaluations and offers tips from managing the Open LLM Leaderboard.
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The Hugging Face Evaluation Guidebook is a comprehensive resource for understanding and implementing Large Language Model (LLM) evaluation. It provides both practical insights and theoretical knowledge, drawing from the experience of managing the Open LLM Leaderboard and designing the lighteval framework. The guidebook covers various evaluation methods, including automatic benchmarks, human evaluation, and LLM-as-a-judge approaches. It offers guidance on designing custom evaluations, troubleshooting common issues, and provides tips and tricks for both beginner and advanced users. Additionally, it includes sections on general LLM knowledge, such as model inference and tokenization, making it a valuable resource for anyone looking to ensure their LLM performs effectively.
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