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ScaleDown Classify-1 vs Hopper 12B (trained)

ScaleDown Classify-1 and Hopper 12B (trained) have no measured difference in accuracy, calibration or cost in our data yet.

SpecScaleDown Classify-1Hopper 12B (trained)
ProviderScaleDownHopitAI
Decision Index score—47.3
Calibration error (ECE)—0.076
Median latency (p50)—290 ms
Cost per 1,000 decisions$0.0080—
Parameters—12B
Open weightsNoYes
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismEncoder classifierDecoder LM with a decision readout
Licenseproprietaryresearch-and-demo

FAQ

Is ScaleDown Classify-1 or Hopper 12B (trained) more accurate?

At least one of the two has no Jev Decision Index score yet, so their accuracy cannot be compared here.

Which is better calibrated, ScaleDown Classify-1 or Hopper 12B (trained)?

No calibration difference between ScaleDown Classify-1 and Hopper 12B (trained) is recorded yet.

Is ScaleDown Classify-1 or Hopper 12B (trained) cheaper per 1,000 decisions?

A hosted price is not recorded for both models; open-weight models cost the compute you run them on.

Cost per 1,000 decisions assumes 200 input tokens per decision. Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.