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Convai Innovations: laya-multilingual-noulxp and Maziyar Panahi: modernjev-decide, compared on what they decide, where they run, what they cost and what their publishers report.
| Property | convai-innovations/laya-multilingual-noulxp | maziyar-panahi/modernjev-decide |
|---|---|---|
| Summary | Unofficial NoulXP package of Convai Innovations' Laya multilingual (Apache-2.0), fp32-o23: checked against the model's own answers, none changed. Not made by Convai Innovations. | A 149.6M ModernBERT-base cross-encoder with a scalar head that picks an agent's next action or tool from labels and descriptions you supply. Each option is scored against the state and a softmax ranks the set; no text is generated. Experimental preview, not calibrated. |
| Decides | choice, score, noul, classify, route | choice, rank, route |
| Architecture | laya | modernjev |
| Fine-tuned from | convai-innovations/laya | answerdotai/modernbert-base |
| License | apache-2.0 | apache-2.0 |
| Availability | Open weights | Open weights |
| Hosted by | — | — |
| Input price | — | — |
| Decision accuracy | — | 73.4% |
| Calibration error | — | — |
| Valid action rate | — | — |
| Median latency | 44.9 ms | — |
| p95 latency | 742 ms | — |
| Evaluation suite | Measured by System One Models on 2026-10-05: one question per request, 4 threads of a Xeon Gold 6342 | AgentToolDecisions-180K held-out test, next action type (1,158 decisions, 3 choices; the maker's split) |
| Latest version | 0.1.0 | 2026.09 |
| Variants | noulxp | — |
| Size of latest version | 648.9 MB | 574.1 MB |
| Files | 9 | 5 |
| Downloads | 29 | 0 |
| Stars | 0 | 0 |
| Tags | noulxp, unofficial, onnx, fp32-o23, encoder, mmbert, multilingual, rlcd | system-one, encoder, modernbert, cross-encoder, tool-routing, preview, 149.6m |
| Updated | Oct 24, 2026 | Oct 7, 2026 |
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.
laya-multilingual-noulxp is from Convai Innovations and modernjev-decide from Maziyar Panahi. Both have open weights you can download and run. Both answer choice and route questions. Only laya-multilingual-noulxp answers score, noul and classify. Only modernjev-decide answers rank. modernjev-decide reads up to 4K tokens of state, against 1K tokens for laya-multilingual-noulxp. modernjev-decide is the smaller model, at 150M parameters to 322M.
Only modernjev-decide publishes an accuracy figure (73.4% on AgentToolDecisions-180K held-out test, next action type (1,158 decisions, 3 choices; the maker's split)); laya-multilingual-noulxp does not, so there is no comparison to make without your own test.
laya-multilingual-noulxp: Free (open weights). modernjev-decide: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Yes, both: systemone pull convai-innovations/laya-multilingual-noulxp and systemone pull maziyar-panahi/modernjev-decide download the weights.