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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 | akhilaaa3/jev-omni | jared-palmer/kev |
|---|---|---|
| Summary | A multimodal decision classifier over text, image, audio and video on Gemma 4 12B, fine-tuned on 30,000 questions. Returns a probability per option and generates nothing. | An open family of System One models. A LoRA adapter plus a pointer head on a frozen Qwen base returns a distribution per typed question in one forward pass, serves TypeSafe's /v1/systemone contract, and ships a fitted temperature with every checkpoint. |
| Decides | choice, noul, score, classify | choice, score, noul, classify, route |
| Architecture | jev-omni | kev |
| Fine-tuned from | google/gemma-4-12b-it | qwen/qwen3.5-4b-base |
| License | apache-2.0 | apache-2.0 |
| Availability | Open weights | Open weights |
| Hosted by | — | — |
| Input price | — | — |
| Decision accuracy | 87.6% | 83.8% |
| Calibration error | 0.040 | 0.042 |
| Valid action rate | — | — |
| Median latency | 83 ms | — |
| p95 latency | — | — |
| Evaluation suite | DecisionBench Medium (author's set) | transfer-v4 (locked, out of domain) |
| Latest version | 2026.09 | 2026.09 |
| Variants | unified | — |
| Size of latest version | 22.3 GB | 152.2 MB |
| Files | 6 | 11 |
| Downloads | 0 | 0 |
| Stars | 0 | 0 |
| Tags | system-one, multimodal, gemma, vision, audio, 12b | system-one, qwen, lora, pointer-head, 4b |
| Updated | Sep 26, 2026 | Sep 26, 2026 |