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Signalcrest
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aientity · corroborated across sources

bertbaseuncased

for nlp engineers

Steady

26

signal score

1

live items

Accelerating

7-day est. ~33

huggingface

Why this scored 26

every term, weighted
Velocity+8.0 / 40 max

Its fastest-moving item, measured against the pace of its own source

Acceleration+12.6 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities its own items come from

Recency+8.5 / 10 max

Decays to zero over 14 days, counted from when we first saw it

Saturation penalty3.1 / 30 max

Subtracted once something is big and old — sized by its biggest item, aged from when we first saw it

Composite26.1

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On an entity's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~33

range 045

14-day

~35

range 050

30-day

~36

range 055

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 10

    google-bert/bert-base-uncased (fill-mask)

    New fill-mask endpoint for BERT simplifies token prediction in NLP pipelines. — for nlp engineers

    huggingfaceaiSteady21 saturated2d ago