Anthropic published 10 recommendations for designing, conducting and reporting more reliable AI model safety evaluations. Inspired by the methodological reforms adopted after psychology’s replication crisis, the company advocates preregistering analysis methods and validating automated grading against human expert judgments. It recommends measuring model behavior through multi-turn conversational simulations rather than relying only on single-prompt refusal rates. Anthropic also emphasizes multidisciplinary teams, real-time monitoring of tests and transparent communication of uncertainty and limitations.
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