by Amit Shekhar · 24 May 2026
LLM Evaluation
LLM Evaluation. We will understand what it is, why we need it, the main types of evaluation, the automatic metrics and benchmarks we can use, human evaluation, LLM as a Judge, task-specific and safety evaluation, the common challenges, and the best practices to follow.
Read on Outcome School ↗then come back to lock it in
Before you read, guessHow would you characterize the capabilities and limitations of large language models?
Ten seconds, a guess, then read — a wrong guess still makes the answer stick.
What this article covers
- What is LLM Evaluation?
- Why do we need LLM Evaluation?
- Types of LLM Evaluation
- Automatic Metrics
- Benchmarks
- Human Evaluation
- LLM as a Judge
- Task-Specific Evaluation
- Safety and Red-Teaming Evaluation
- Challenges in LLM Evaluation
- Best Practices
- When to use which method
The article lives on outcomeschool.com. Read it there, then come back: the tutor in the margin has read it and will answer questions, and the questions below check what stayed.