FINDING #8955 · UNIT ID 1208510936
Thinking-Space/Rethinking-OPD
[TMLR] Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
1.43
ACCEL
+0.29
RETENTION
0.0%
PEAK 2026-10-16 · FORK-RETENTION 0.0% · 10 STARS / WINDOW
Author Audience
AUDIENCE
270
FOLLOWERS
19
OWNER ★
1,159
Engagement Signals
FORKS
76
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 10 / 10 (DIVERSITY 1.00)
Why This Is A Finding
Thinking-Space/Rethinking-OPD собрал 10 звёзд за окно, тогда как у автора всего 19 подписчиков — эффективная аудитория ≈ 270. Это даёт surprise-индекс 0.00461 (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 7% OF 9651 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9651 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 7%
VELOCITY1.433.14-1.71ABOVE 0%
RETENTION0.0%16.7%-16.7 PPABOVE 0%
FORKS76277-201ABOVE 28%
SURPRISE0.000.00+0.00ABOVE 55%