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CCAO-F Domain 2 (Output Evaluation and Validation)
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A marketing associate asks why Claude's fabricated statistics are so hard to catch during review. Which explanation is most accurate?
A.
Fabricated content is produced by the same plausible-continuation process as accurate content, so it reads just as fluent and confident
B.
Fabrications cluster around events after the knowledge cutoff, so they hide inside recent-news topics
C.
Claude marks its uncertain claims with hedging language, but reviewers routinely overlook the hedges
D.
Fabrications appear only late in long conversations, after the context window has filled with earlier turns
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