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scienceentity · one source so far

opendataarena spark234k

for ai researchers

Steadyhuggingface
Signal score
18
Live items
1
Trajectory
Cooling
7-day est. ~7

Why this scored 18

every term, weighted
Velocity+0.0 / 40

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

Acceleration+12.3 / 25

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

Cross-source spread+0.0 / 25

How many independent communities its own items come from

Recency+7.8 / 10

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

Saturation penalty2.4 / 30

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

Composite17.7

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

~7

range 019

14-day

~0

range 014

30-day

~0

range 019

Signal history

7-day window (free)
733

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. 1
    1

    OpenDataArena/Spark-234K (dataset)

    A large dataset for scientific reasoning tasks, aiding development of advanced reasoning models. · for ai researchers

    huggingfaceSteadyscience11 saturated3d ago