CCARF Practice Question
Correct answer: B
A: Removing the validation requirement means these posts would receive classifications without any justification, which undermines auditability. The correct approach is human review, not lower standards.
B: The retry boundary distinguishes between fixable format issues and unfixable capability gaps. Empty reasoning on analysable posts is a format error that retries with error feedback can fix. Unfamiliar languages represent absent capability — no amount of retrying will create language understanding. Route these to human review.
C: Listing an unsupported language in the prompt does not give the model language understanding. This may actually worsen the problem by encouraging fabricated analysis of content the model cannot read.
D: More retries are ineffective when the model lacks the capability to analyse content in that language. The failure is not a transient format issue — the model genuinely cannot provide reasoning for content it cannot understand.