@csl.spots

videoMD · tier dormant

CSL · 296 followers · 2025-06-29 10:17 · 15s

https://www.tiktok.com/@csl.spots/video/7521313317768416517

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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.

BMW M3 ❤ Owner - @Kemal #bmw #m3 #bmwm3 #f80 #m3f80 #fyp #viral #хочуврекомендации #carspotting #moldova🇲🇩 @samlox.md @AEX_media @່ @𝐥𝐮𝐤𝟎𝐞𝐥 @sanya.md11 @carspotter @ᴍɪᴠɪɴᴇ.ꜰɪʟᴍᴢ @evolution @FÆN.Shots @Cr.smh.shots @Est™ @Fab1ancik @𝕯𝖆𝖗𝖎𝖚𝖘.𝕸𝖊𝖉𝖎𝖆 @MCS @Nick 👽 @linarik🗽

Speech (ASR)

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

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On-screen text (OCR)

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

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Hashtags

#viral#fyp#moldova#bmw#m3#carspotting#хочуврекомендации#bmwm3#m3f80#f80