FINDING #8478 · UNIT ID 1390641798
yfyeung/PrunedCTC
Memory-efficient CTC loss with exact loss and first-order gradient equivalence under vocabulary reduction, and activation memory that no longer scales linearly with vocabulary size.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
57% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
9.71
ACCEL
+0.96
RETENTION
77.1%
PEAK 2026-10-04 · FORK-RETENTION 0.0% · 68 STARS / WINDOW
Author Audience
AUDIENCE
231
FOLLOWERS
204
OWNER ★
272
Engagement Signals
FORKS
3
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 68 / 68 (DIVERSITY 1.00)
Why This Is A Finding
yfyeung/PrunedCTC собрал 68 звёзд за окно, тогда как у автора всего 204 подписчиков — эффективная аудитория ≈ 231. Это даёт surprise-индекс 0.0358 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 13% OF 9779 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9779 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 13%
VELOCITY9.713.57+6.14ABOVE 77%
RETENTION77.1%40.0%+37.1 PPABOVE 92%
FORKS3108-105ABOVE 3%
SURPRISE0.040.01+0.03ABOVE 83%