Loading comparison…
HEAD TO HEAD
Nokia Applied Research: anyjev and Convai Innovations: laya, compared on what they decide, where they run, what they cost and what their publishers report.
| Property | nokia-applied-research/anyjev | convai-innovations/laya |
|---|---|---|
| Summary | A training-free layer that turns an open LLM into a decision model. It reads typed choice, yes/no and score answers from one prefill, removes option-order bias with no labels and, from a few hundred labels, calibrates or fits a closed-form head. Weights stay untouched. | An open-weights System One model from Convai Innovations. A fully fine-tuned ModernBERT-large encoder with a from-scratch decision head that scores one marker per option and answers every question in a single 33–39 ms pass. Runs on your own CPU or GPU. |
| Decides | choice, score, noul, classify, route | choice, score, noul, classify, route |
| Architecture | anyjev | laya |
| Fine-tuned from | qwen/qwen3-8b | answerdotai/modernbert-large |
| License | apache-2.0 | apache-2.0 |
| Availability | Open weights | Open weights |
| Hosted by | — | — |
| Input price | — | — |
| Decision accuracy | 77.1% | — |
| Calibration error | 0.034 | — |
| Valid action rate | — | — |
| Median latency | — | 39.5 ms |
| p95 latency | — |
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.
anyjev is from Nokia Applied Research and laya from Convai Innovations. Both have open weights you can download and run. Both answer choice, score, noul, classify and route questions. laya is the smaller model, at 421M parameters to 8.0B.
Only anyjev publishes an accuracy figure (77.1% on LocalLLaMA/typed-decisions (2,000 held-out decisions), L2 with 300 labels per question); laya does not, so there is no comparison to make without your own test.
anyjev: Free (open weights). laya: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Yes, both: systemone pull nokia-applied-research/anyjev and systemone pull convai-innovations/laya download the weights.
| — |
| Evaluation suite | LocalLLaMA/typed-decisions (2,000 held-out decisions), L2 with 300 labels per question | — |
|---|
| Latest version | 0.1.0 | 2026.09.25 |
|---|
| Variants | — | encoder, eval, multilingual, tokenizer, typed-decisions |
|---|
| Size of latest version | — | 2.2 GB |
|---|
| Files | 0 | 19 |
|---|
| Downloads | 0 | 0 |
|---|
| Stars | 0 | 0 |
|---|
| Tags | system-one, qwen, training-free, calibrated, vllm, 8b | system-one, encoder, modernbert, rlcd, multilingual, 421m |
|---|
| Updated | Sep 27, 2026 | Sep 27, 2026 |
|---|