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2 models, side by side.
What each one decides, how well calibrated it is, how fast it answers and what it costs to pull. Up to 4 at a time; the better value in each row is marked.
| Property | alibi-serikbay/jevk5 | wfzyx/von |
|---|---|---|
| Summary | Qwen3.5-4B with a merged rank-16 LoRA distilled from 17,408 teacher questions and 30,000 public training rows, read out as a temperature-scaled softmax over answer-letter logits. Also in 9B, 2B and GGUF. | A ModernBERT-large encoder with an option-marker head. Premise and options are packed into one sequence and each option's marker is scored in a single bidirectional pass; version 1.2 makes the scoring order-invariant. |
| Decides | choice, score, noul, classify, route | choice, score, noul, classify |
| Architecture | jevk5 | von |
| Fine-tuned from | qwen/qwen3.5-4b | answerdotai/modernbert-large |
| License | apache-2.0 | apache-2.0 |
| Availability | Open weights | Open weights |
| Hosted by | — | — |
| Input price | — | — |
| Decision accuracy | 78.4% | 63.9% |
| Calibration error | 0.035 | 0.045 |
| Valid action rate | — | — |
| Median latency | 13.2 ms | 18 ms |
| p95 latency | — | — |
| Evaluation suite | JevBench public hard tier | JevBench public standard tier |
| Latest version | 0.3.0 | 1.2.0 |
| Variants | SHA256SUMS | — |
| Size of latest version | 7.9 GB | 2.9 GB |
| Files | 8 | 2 |
| Downloads | 0 | 0 |
| Stars | 0 | 0 |
| Tags | system-one, qwen, lora, distilled, 4b | system-one, encoder, modernbert, 395m |
| Updated | Sep 25, 2026 | Sep 25, 2026 |