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LiquidAI d1-3B vs ScaleDown Classify-1

LiquidAI d1-3B and ScaleDown Classify-1 have no measured difference in accuracy, calibration or cost in our data yet.

SpecLiquidAI d1-3BScaleDown Classify-1
ProviderLiquid AIScaleDown
Decision Index score38.9—
Calibration error (ECE)0.047—
Median latency (p50)16 ms—
Cost per 1,000 decisions—$0.0080
Parameters3B—
Open weightsYesNo
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismDecoder LM with a decision readoutEncoder classifier
Licenselfm1.0proprietary

FAQ

Is LiquidAI d1-3B 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, LiquidAI d1-3B or ScaleDown Classify-1?

No calibration difference between LiquidAI d1-3B and ScaleDown Classify-1 is recorded yet.

Is LiquidAI d1-3B 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.