Host A: Welcome back to Exploring Next! Today we're looking at magazine.sebastianraschka.com/p/llm-evaluation-4-approaches. Host B: Yeah, this one caught our eye because Understanding the 4 Main Approaches to LLM Evaluation (From Scratch) Multiple-Choice Benchmarks, Verifiers, Leaderboards, and LLM Judges with Code Examples Sebastian Raschka, PhD Oct 05, 2025 319 25 30 Share How do we actually evaluate LLMs? Host A: So the big idea is It’s a simple question, but one that tends to open up a much bigger discussion. Host B: What stood out to me is 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. Host A: If you're curious, give the original a read: https://magazine.sebastianraschka.com/p/llm-evaluation-4-approaches. Host B: And let us know what you try next!