@iulian.ganga2

photoMD · tier B

Iulian Ganga · 1,229 followers · 2026-05-03 05:44 · 1 images

eagle · fetched 2026-07-26 08:28 · 96.0 KB downloaded · 1 images

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comments

Topic

humor_memesconf 0.80neutral

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

Keyphrases

ON-SCREEN: Ч] Эм 2 Рс @1ц:п &а,&а8 [@ш ~ Р@ 'зМЭГ ЭЖём'

gpt-4.1-nano · prompt v4 · $0.000107 · 2026-07-26 18:41

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

Speech (ASR)

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

Photo post: no audio track exists, so ASR never runs. OCR is the only channel.

On-screen text (OCR)

macos-vision

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

Ч] Эм 2 Рс @1ц:п &а,&а8 [@ш ~ Р@ 'зМЭГ ЭЖём'

m5-vision · 32 chars · 1 frames