FINDING #4752 · UNIT ID 1189057629
chrisliu298/awesome-on-policy-distillation
A curated collection of papers, technical reports, frameworks, and tools for on-policy distillation (OPD) of large language models
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
98% 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
5.74
ACCEL
+0.05
RETENTION
17.3%
PEAK 2026-05-19 · FORK-RETENTION 0.0% · 517 STARS / WINDOW
Author Audience
AUDIENCE
202
FOLLOWERS
63
OWNER ★
1,393
Engagement Signals
FORKS
19
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 517 / 517 (DIVERSITY 1.00)
Why This Is A Finding
chrisliu298/awesome-on-policy-distillation собрал 517 звёзд за окно, тогда как у автора всего 63 подписчиков — эффективная аудитория ≈ 202. Это даёт surprise-индекс 0.0237 (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 26% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 26%
VELOCITY5.743.99+1.75ABOVE 63%
RETENTION17.3%17.1%+0.2 PPABOVE 51%
FORKS1990-70ABOVE 11%
SURPRISE0.020.01+0.01ABOVE 70%