FINDING #8241 · UNIT ID 1207625785
mem-eval-suite/LoCoMo_refined
LoCoMo Refined: Recalibrating LoCoMo with stricter LLM judging and a cleaned dataset.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
4% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
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
8.67
ACCEL
-10.00
RETENTION
11.9%
PEAK 2026-09-22 · FORK-RETENTION 0.0% · 26 STARS / WINDOW
Author Audience
AUDIENCE
136
FOLLOWERS
1
OWNER ★
670
Engagement Signals
FORKS
10
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 26 / 26 (DIVERSITY 1.00)
Why This Is A Finding
mem-eval-suite/LoCoMo_refined собрал 26 звёзд за окно, тогда как у автора всего 1 подписчиков — эффективная аудитория ≈ 136. Это даёт surprise-индекс 0.0492 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 14% OF 9535 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9535 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 14%
VELOCITY8.675.67+3.00ABOVE 65%
RETENTION11.9%44.1%-32.2 PPABOVE 30%
FORKS10324-314ABOVE 7%
SURPRISE0.050.00+0.04ABOVE 86%