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ScaleDown Classify-1 vs jeff

ScaleDown Classify-1 and jeff have no measured difference in accuracy, calibration or cost in our data yet.

SpecScaleDown Classify-1jeff
ProviderScaleDownlogan-markewich
Decision Index score—7.7
Calibration error (ECE)—0.097
Median latency (p50)—22 ms
Cost per 1,000 decisions$0.0080—
Parameters—576M
Open weightsNoYes
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismEncoder classifierSpan encoder (GLiNER family)
Licenseproprietary—

FAQ

Is ScaleDown Classify-1 or jeff 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 jeff?

No calibration difference between ScaleDown Classify-1 and jeff is recorded yet.

Is ScaleDown Classify-1 or jeff 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.