You'll move past simple pass/fail string checks to evaluate complex LLM outputs: separate format, structure, and semantics; verify shapes and syntax with Regex Match and Valid JSON; evaluate meaning with an LLM judge when deterministic checks fall short; and build reusable prompt templates with named variables to test diverse inputs at scale.
Overview
Syllabus
Validating Structured Outputs
- Evaluating Structured Outputs
- Inspect JSON Outputs
- Match Evaluation Scores To Layers
- Explain Score Limitations
Understanding Format Evaluators
- Regex and JSON Checks
- Run Regex Match On Order IDs
- Check JSON Validity With Valid JSON
- Checking JSON Priorities
Understanding LLM Judges
- Meaning Based Evaluation
- Valid JSON Versus LLM Judge
- Judge Semantic Meaning With LLM Judge
- Judging Meaning
Building Reusable Prompt Templates
- Prompt Template Parts
- Populate and Evaluate a Prompt Template
- Complete Rendered Prompt Statements
- Build a Reusable Reply Template
- Build Reusable Product Description Template
