PRODUCTION SCENARIO
A marketing team is comparing two Gemini versions for writing product blurbs. Each blurb has different constraints for length, tone, and a feature it must mention, and there are no reference answers to compare against.
Which Gen AI evaluation method fits best?
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Show answer and explanation
Answer: Adaptive rubrics, which generate pass or fail tests specific to each prompt
Adaptive rubrics build a unique set of pass or fail tests for each individual prompt, much like unit tests, so constraints that differ blurb by blurb are checked directly and the two models can be compared on pass rate. ROUGE and BLEU need ground-truth answers, and a static rubric applies identical criteria to prompts whose requirements are not identical.