Skip to content

Tev1-4B-experimental vs ScaleDown Classify-1

ScaleDown Classify-1 is cheaper per 1,000 decisions. Choose on whichever of accuracy, calibration and cost matters most for your decisions.

SpecTev1-4B-experimentalScaleDown Classify-1
ProviderTogetherScaleDown
Decision Index score34.1—
Calibration error (ECE)0.104—
Median latency (p50)36 ms—
Cost per 1,000 decisions$0.0084$0.0080
Parameters5B—
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
License—proprietary

FAQ

Is Tev1-4B-experimental 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, Tev1-4B-experimental or ScaleDown Classify-1?

No calibration difference between Tev1-4B-experimental and ScaleDown Classify-1 is recorded yet.

Is Tev1-4B-experimental or ScaleDown Classify-1 cheaper per 1,000 decisions?

ScaleDown Classify-1 is cheaper: about $0.0080 vs $0.0084 per 1,000 decisions at 200 input tokens each.

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.