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ScaleDown Classify-1 vs Sifr 0.8B v3.1

ScaleDown Classify-1 and Sifr 0.8B v3.1 have no measured difference in accuracy, calibration or cost in our data yet.

SpecScaleDown Classify-1Sifr 0.8B v3.1
ProviderScaleDownmohamedlotfy50
Decision Index score—17.8
Calibration error (ECE)—0.120
Median latency (p50)—35 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 Sifr 0.8B v3.1 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 Sifr 0.8B v3.1?

No calibration difference between ScaleDown Classify-1 and Sifr 0.8B v3.1 is recorded yet.

Is ScaleDown Classify-1 or Sifr 0.8B v3.1 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.