Understanding the 4 Main Approaches to LLM Evaluation (From Scratch)
Sebastian Raschka, PhD
Understanding the 4 Main Approaches to LLM Evaluation (From Scratch)
Multiple-Choice Benchmarks, Verifiers, Leaderboards, and LLM Judges with Code Examples
How do we actually evaluate LLMs?
It’s a simple question, but one that tends to open up a much bigger discussion.
When advising or collaborating on projects, one of the things I get asked most often is how to choose between different models and how to make sense of the evaluation results out there. (And, of course, how to measure progress...