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ScaleDown Classify-1 vs Kev 0.8B r15

ScaleDown Classify-1 and Kev 0.8B r15 have no measured difference in accuracy, calibration or cost in our data yet.

SpecScaleDown Classify-1Kev 0.8B r15
ProviderScaleDownJared Palmer
Decision Index score—13.7
Calibration error (ECE)—0.040
Median latency (p50)—45 ms
Cost per 1,000 decisions$0.0080—
Parameters—870M
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
Licenseproprietaryapache-2.0

FAQ

Is ScaleDown Classify-1 or Kev 0.8B r15 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 Kev 0.8B r15?

No calibration difference between ScaleDown Classify-1 and Kev 0.8B r15 is recorded yet.

Is ScaleDown Classify-1 or Kev 0.8B r15 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.