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EvaluationHard· Fragility· Log-Likelihood· Label-free Evaluation

You have no labeled evaluation for a new vertical. How...

Fragility is distinct from correctness. By creating variants of your prompt and measuring how much the model’s log-likelihood changes for the same output, you can quantify sensitivity without needing ground-truth labels. Decoding confidence can also serve as a useful proxy for monitoring fragility on live traffic where generating multiple variants is too expensive.

Code playground (Python)