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Celeris-1 Decision vs System One Qwen3.5 4B scorer

Celeris-1 Decision and System One Qwen3.5 4B scorer have no measured difference in accuracy, calibration or cost in our data yet.

SpecCeleris-1 DecisionSystem One Qwen3.5 4B scorer
ProviderCelerispngwn
Decision Index score——
Calibration error (ECE)——
Median latency (p50)——
Cost per 1,000 decisions$0.0080—
Parameters—4B
Open weightsNoYes
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismDiffusion LMDecoder LM with a decision readout
LicenseproprietaryNon-commercial

FAQ

Is Celeris-1 Decision or System One Qwen3.5 4B scorer 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, Celeris-1 Decision or System One Qwen3.5 4B scorer?

No calibration difference between Celeris-1 Decision and System One Qwen3.5 4B scorer is recorded yet.

Is Celeris-1 Decision or System One Qwen3.5 4B scorer 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.