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bobcat-1.3 vs Decider 31B (NVFP4)

Decider 31B (NVFP4) is more accurate on the Jev Decision Index, Decider 31B (NVFP4) is better calibrated. Choose on whichever of accuracy, calibration and cost matters most for your decisions.

Specbobcat-1.3Decider 31B (NVFP4)
Providersanghwa-naMapika
Decision Index score64.866.0
Calibration error (ECE)0.1020.024
Median latency (p50)64 ms72 ms
Cost per 1,000 decisions——
Parameters31B33B
Open weightsYesYes
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 readoutDecoder LM with a decision readout
Licenseapache-2.0apache-2.0

FAQ

Is bobcat-1.3 or Decider 31B (NVFP4) more accurate?

Decider 31B (NVFP4) scores higher on the Jev Decision Index (66.0 vs 64.8).

Which is better calibrated, bobcat-1.3 or Decider 31B (NVFP4)?

Decider 31B (NVFP4) has the lower expected calibration error (0.024 vs 0.102), so its stated confidence is closer to how often it is right.

Is bobcat-1.3 or Decider 31B (NVFP4) 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.