Audit and revision log for articles
Audit identified areas of unclear transcript phrasing, numeric ambiguity, and recommended clarifications; articles were revised to avoid asserting unclear figures and to label the speaker consistently as 'Presenter.'
The full story
Audit summary: The transcript contains many disfluent and partially garbled lines (stutters, percentage fragments such as '191%') that reduce confidence in some numerical claims. The audit flagged the need to avoid presenting unclear numeric claims as precise facts and to maintain a single consistent functional attribution for the speaker. Revisions removed or qualified unclear numbers and used the functional label 'Presenter' for attribution.
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