AI engineering glossary · Evals guardrails AI security

What is rubric-based grading?

Rubric-based grading (also called scoring rubric): Scoring an output against a written list of criteria, each with clear levels or pass conditions, such as correctness, tone and completeness. Rubrics make human and model graders more consistent and explain why a score was given, so failures can be traced to a specific criterion.

Level: beginnerTopic: Evals guardrails AI security

Rubric-based grading: an example

A rubric for an HR chatbot gives 2 points for citing the correct leave policy, 1 for a polite tone and 1 for offering next steps, for a maximum of 4.

Related terms

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Where you learn it

Rubric-based grading is part of the AI Engineering Program, which teaches it with notes, a hands-on lab and an exam. The first lesson is free.

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