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DM-JEPA 1.1 vs ScaleDown Classify-1

DM-JEPA 1.1 and ScaleDown Classify-1 have no measured difference in accuracy, calibration or cost in our data yet.

SpecDM-JEPA 1.1ScaleDown Classify-1
ProviderDanger LabsScaleDown
Decision Index score4.0—
Calibration error (ECE)0.445—
Median latency (p50)63 ms—
Cost per 1,000 decisions—$0.0080
Parameters149M—
Open weightsYesNo
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismEncoder classifierEncoder classifier
Licensemitproprietary

FAQ

Is DM-JEPA 1.1 or ScaleDown Classify-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, DM-JEPA 1.1 or ScaleDown Classify-1?

No calibration difference between DM-JEPA 1.1 and ScaleDown Classify-1 is recorded yet.

Is DM-JEPA 1.1 or ScaleDown Classify-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.