@liliamilani

videoMD · tier B

liliamilani · 1,845 followers · 2026-06-28 09:08 · 60s

Audio track (191.0 KB), what ASR actually heard

16 kHz mono Opus. Ogg Opus does not play in Safari; Chrome and Firefox are fine.

eagle · fetched 2026-07-26 05:44 · 13.7 MB downloaded · 4 keyframes

plays

308

likes

comments

Topic

humor_memesconf 0.20neutral

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

Keyphrases

Многим не понятьсудятосуждаютклеветажизнь минает

gpt-4.1-nano · prompt v5 · $0.000121 · 2026-07-27 15:00

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

Speech (ASR)

speechru 96%cyrillic

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

Многим не понять, судят, осуждают, лишь бы клеветать. За спиной вам жизнь минает, возвращая, не судяю, не зная.

rtx4090-24-01 · 111 chars · 14.2s speech of 60.0s

On-screen text (OCR)

easyocr

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

RIZ

rtx5070-16 · 3 chars · 2 frames