Loading comparison…
HEAD TO HEAD
SAGEA: mira and Kotoba Labs: open-jev-deberta-v3-large, compared on what they decide, where they run, what they cost and what their publishers report.
| Property | sagea/mira | kotoba-labs/open-jev-deberta-v3-large |
|---|---|---|
| Summary | Small open typed-decision model with calibrated probabilities, first-class Nepali coverage. | An independent Jev-shaped reproduction on DeBERTa-v3-large. One state and any number of choice, score and yes/no questions go in, and a calibrated distribution per question comes out of one forward pass. Public gold labels only. |
| Decides | choice, score, noul, classify, route | choice, score, noul, classify |
| Architecture | mira | open-jev |
| Fine-tuned from | jhu-clsp/mmbert-small | microsoft/deberta-v3-large |
| License | apache-2.0 | apache-2.0 |
| Availability | Open weights | Open weights |
| Hosted by | — | — |
| Input price | — | — |
| Decision accuracy | 61.3% | 85.4% |
| Calibration error | 0.083 | 0.022 |
| Valid action rate | 100.0% | — |
| Median latency | 30 ms | 28 ms |
| p95 latency | 43 ms | — |
| Evaluation suite | s1-decision-bench | Kotoba held-out test, seen question types (banking77, SST-5, BoolQ) |
| Latest version | 0.1.5 |
Figures are from each model’s manifest; accuracy and latency are what the publishers report, on their own suites and hardware. Add a third model.
mira is from SAGEA and open-jev-deberta-v3-large from Kotoba Labs. Both have open weights you can download and run. Both answer choice, score, noul and classify questions. Only mira answers route.
They report on different suites — mira 61.3% on s1-decision-bench, open-jev-deberta-v3-large 85.4% on Kotoba held-out test, seen question types (banking77, SST-5, BoolQ) — so the numbers do not rank them. Test both on your own labelled examples.
mira: Free (open weights). open-jev-deberta-v3-large: Free (open weights). Open weights cost nothing per call beyond your own hardware.
By their publishers’ figures, open-jev-deberta-v3-large answers in about 28 ms at the median and mira in about 30 ms — measured on different hardware, so treat it as a rough guide.
Yes, both: systemone pull sagea/mira and systemone pull kotoba-labs/open-jev-deberta-v3-large download the weights.
| 2026.09 |
| Variants | — | — |
|---|
| Size of latest version | 568.8 MB | 1.6 GB |
|---|
| Files | 12 | 9 |
|---|
| Downloads | 107 | 2 |
|---|
| Stars | 1 | 0 |
|---|
| Tags | routing, nepali, nepal, calibration, cpu | system-one, encoder, deberta, public-data, 434m |
|---|
| Updated | Oct 3, 2026 | Oct 3, 2026 |
|---|