Unverified50% confidenceDecision RuleExact time
'Reject' should be retained as a first-class outcome in the rewriting pipeline; if the system treats rejection as an exception, it will gradually drift toward over-editing.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWhen confidence is insufficient, the pipeline proactively returns decision-making authority to human review, rather than outputting a potentially erroneous complete result.70% similarUnverifiedModels labeled 'obliterated' are uncensored versions with refusal mechanisms removed; in testing they more easily miss certain requirements in prompts, and uncensored does not mean better.69% similarUnverifiedWhen the human reviewer's right to override is institutionally stripped away, the human-in-the-loop mechanism becomes a rubber stamp—formally compliant with HITL but substantively hollowed out.68% similarUnverifiedDowngrading rejection from a veto condition to a neutral expectation is referred to in psychology as "anticipatory acceptance."68% similarUnverifiedThe refusal reasons generated by language models may be fabricated rationalizations (hallucinations) rather than being based on explicit safety policies67% similar
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