CarlWangChina/SongDriver-Real-time-Music-Accompaniment-Generation-without-Logical-Latency-nor-Exposure-Bias — GitHub trend

FINDING #1481 · UNIT ID 641466009

CarlWangChina/SongDriver-Real-time-Music-Accompaniment-Generation-without-Logical-Latency-nor-Exposure-Bias

SongDriver uses a parallel mechanism of prediction and arrangement phases to achieve zero logical latency in real-time accompaniment generation, significantly reducing exposure bias.

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SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0343

ENGAGEMENT0.20

FRESHNESS1.00

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

62% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

4.57

ACCEL

+1.57

RETENTION

0.0%

PEAK 2026-08-10 · FORK-RETENTION 0.0% · 32 STARS / WINDOW

Author Audience

AUDIENCE

FOLLOWERS

OWNER ★

754

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 32 / 32 (DIVERSITY 1.00)

Why This Is A Finding

CarlWangChina/SongDriver-Real-time-Music-Accompaniment-Generation-without-Logical-Latency-nor-Exposure-Bias собрал 32 звёзд за окно, тогда как у автора всего 18 подписчиков — эффективная аудитория ≈ 93. Это даёт surprise-индекс 0.0343 (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 85% OF 9721 FINDINGS

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METRICS IN CONTEXT

MEDIAN ACROSS ALL 9721 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 85%

VELOCITY4.573.43+1.14ABOVE 59%

RETENTION0.0%32.1%-32.1 PPABOVE 0%

FORKS5130-125ABOVE 5%

SURPRISE0.030.01+0.03ABOVE 85%