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mmastrac diffusiongemma (vLLM PR 57250) vs ScaleDown Classify-1

mmastrac diffusiongemma (vLLM PR 57250) and ScaleDown Classify-1 have no measured difference in accuracy, calibration or cost in our data yet.

Specmmastrac diffusiongemma (vLLM PR 57250)ScaleDown Classify-1
ProvidermmastracScaleDown
Decision Index score36.3—
Calibration error (ECE)0.202—
Median latency (p50)127 ms—
Cost per 1,000 decisions—$0.0080
Parameters26B—
Open weightsYesNo
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismDiffusion LMEncoder classifier
License—proprietary

FAQ

Is mmastrac diffusiongemma (vLLM PR 57250) 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, mmastrac diffusiongemma (vLLM PR 57250) or ScaleDown Classify-1?

No calibration difference between mmastrac diffusiongemma (vLLM PR 57250) and ScaleDown Classify-1 is recorded yet.

Is mmastrac diffusiongemma (vLLM PR 57250) 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.