Paired prompt-response analysis shows 61% of LLM responses reduce harm severity, 36% preserve it, and 3% escalate, with Sexual content showing highest persistence and LLM graders exhibiting detection asymmetry.
InFindings of the Asso- ciation for Computational Linguistics: EACL 2024, pages 896–911
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From Prompt Risk to Response Risk: Paired Analysis of Safety Behavior of Large Language Model
Paired prompt-response analysis shows 61% of LLM responses reduce harm severity, 36% preserve it, and 3% escalate, with Sexual content showing highest persistence and LLM graders exhibiting detection asymmetry.