Evaluators: Custom Templates
Design LLM judge prompts.
Complete Template Pattern
TEMPLATE = """Evaluate faithfulness of the response to the context.
<context>{{context}}</context>
<response>{{output}}</response>
CRITERIA:
"faithful" = ALL claims supported by context
"unfaithful" = ANY claim NOT in context
EXAMPLES:
Context: "Price is $10" → Response: "It costs $10" → faithful
Context: "Price is $10" → Response: "About $15" → unfaithful
EDGE CASES:
- Empty context → cannot_evaluate
- "I don't know" when appropriate → faithful
- Partial faithfulness → unfaithful (strict)
Answer (faithful/unfaithful):"""Template Structure
- Task description
- Input variables in XML tags
- Criteria definitions
- Examples (2-4 cases)
- Edge cases
- Output format
XML Tags
<question>{{input}}</question>
<response>{{output}}</response>
<context>{{context}}</context>
<reference>{{reference}}</reference>Common Mistakes
| Mistake | Fix |
|---|---|
| Vague criteria | Define each label exactly |
| No examples | Include 2-4 cases |
| Ambiguous format | Specify exact output |
| No edge cases | Address ambiguity |