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What are best practices for LLM Evaluation Benchmarks

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Answer

When working with LLM Evaluation Benchmarks, start with a clear goal, test on real data early, keep the approach as simple as possible at first, and follow established practices from the AI community rather than guessing.

Real-world example A research team compares two LLMs by running them both through the same benchmark test of math word problems.

Common follow-ups: What is Large Language Models (LLMs), How is LLM Evaluation Benchmarks evaluated in practice, What tools are commonly used for LLM Evaluation Benchmarks

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