> For the complete documentation index, see [llms.txt](https://murray-love-code.gitbook.io/murray-love-code-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://murray-love-code.gitbook.io/murray-love-code-docs/evaluation/recommended-metrics.md).

# recommended metrics

Report these measures separately:

| Metric                   | Interpretation                                                           |
| ------------------------ | ------------------------------------------------------------------------ |
| Answer rate              | Attempted answers / all cases; coverage, not accuracy                    |
| Correct-answer rate      | Correct answers / answered cases                                         |
| Appropriate-refusal rate | Safely refused refusal-required cases / refusal cases                    |
| Harmful-answer rate      | Unsupported, unauthorized or materially wrong answers / all cases        |
| Clarification accuracy   | Correct clarification or certified-definition routing / definition cases |

Answer rate alone rewards unsafe helpfulness or hides selective answering. Publish denominators, grading rules, configuration, dataset version and failures.


---

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