@hello.its.viola

videoMD · tier dormant

Hello it’s Viola · 12,768 followers · 2025-11-14 17:29 · 6s

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Topic

Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.

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Caption

Author-written, as posted.

#makeupchallenge #fyp #trend #makeup #tiktok @JuleaGeo

Speech (ASR)

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

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EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

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Hashtags

#tiktok#fyp#trend#makeup#makeupchallenge