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Cloudflare clef vs Kev 4B r10

Cloudflare clef is more accurate on the Jev Decision Index, Kev 4B r10 is better calibrated. Choose on whichever of accuracy, calibration and cost matters most for your decisions.

SpecCloudflare clefKev 4B r10
ProviderCloudflareJared Palmer
Decision Index score53.139.5
Calibration error (ECE)0.0400.032
Median latency (p50)102 ms59 ms
Cost per 1,000 decisions—$0.0084
Parameters28B5B
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 Cloudflare clef or Kev 4B r10 more accurate?

Cloudflare clef scores higher on the Jev Decision Index (53.1 vs 39.5).

Which is better calibrated, Cloudflare clef or Kev 4B r10?

Kev 4B r10 has the lower expected calibration error (0.032 vs 0.040), so its stated confidence is closer to how often it is right.

Is Cloudflare clef or Kev 4B r10 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.