Cloudflare clef-flash vs Nirnaya 0.4B
Cloudflare clef-flash is more accurate on the Jev Decision Index, Cloudflare clef-flash is better calibrated. Choose on whichever of accuracy, calibration and cost matters most for your decisions.
| Spec | Cloudflare clef-flash | Nirnaya 0.4B |
|---|---|---|
| Provider | Cloudflare | kshitijthakkar |
| Decision Index score | 47.6 | 0.0 |
| Calibration error (ECE) | 0.025 | 0.046 |
| Median latency (p50) | 53 ms | 14 ms |
| Cost per 1,000 decisions | — | — |
| Parameters | 10B | 390M |
| Open weights | Yes | Yes |
| Question types | Choice (one of N options), Score (ordered rubric), Yes / no | Choice (one of N options), Score (ordered rubric), Yes / no |
| Mechanism | Decoder LM with a decision readout | Decoder LM with a decision readout |
| License | apache-2.0 | — |
FAQ
Is Cloudflare clef-flash or Nirnaya 0.4B more accurate?
Cloudflare clef-flash scores higher on the Jev Decision Index (47.6 vs 0.0).
Which is better calibrated, Cloudflare clef-flash or Nirnaya 0.4B?
Cloudflare clef-flash has the lower expected calibration error (0.025 vs 0.046), so its stated confidence is closer to how often it is right.
Is Cloudflare clef-flash or Nirnaya 0.4B 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.