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.
Unofficial NoulXP package of Convai Innovations' Laya typed-decisions (Apache-2.0), fp32-o23: checked against the model's own answers, none changed. Not made by Convai Innovations.
Decides
choice, score, noul, classify, route
choice, score, noul, classify, route
Architecture
laya
laya
Fine-tuned from
convai-innovations/laya
convai-innovations/laya
License
apache-2.0
apache-2.0
Availability
Open weights
Open weights
Hosted by
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—
Input price
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Decision accuracy
—
—
Calibration error
—
—
Valid action rate
—
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Median latency
44.9 ms
126 ms
p95 latency
742 ms
2185 ms
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.
Questions
What is the difference between laya-multilingual-noulxp and laya-typed-decisions-noulxp?
laya-multilingual-noulxp is from Convai Innovations and laya-typed-decisions-noulxp from Convai Innovations. Both have open weights you can download and run. Both answer choice, score, noul, classify and route questions. laya-multilingual-noulxp is the smaller model, at 322M parameters to 421M.
Which is more accurate, laya-multilingual-noulxp or laya-typed-decisions-noulxp?
Neither publishes an accuracy figure. Test both on your own labelled examples.
Which is cheaper, laya-multilingual-noulxp or laya-typed-decisions-noulxp?
laya-multilingual-noulxp: Free (open weights). laya-typed-decisions-noulxp: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Which is faster, laya-multilingual-noulxp or laya-typed-decisions-noulxp?
By their publishers’ figures, laya-multilingual-noulxp answers in about 44.9 ms at the median and laya-typed-decisions-noulxp in about 126 ms — measured on different hardware, so treat it as a rough guide.
Can I run laya-multilingual-noulxp or laya-typed-decisions-noulxp locally?
Yes, both: systemone pull convai-innovations/laya-multilingual-noulxp and systemone pull convai-innovations/laya-typed-decisions-noulxp download the weights.
Evaluation suite
Measured by System One Models on 2026-10-05: one question per request, 4 threads of a Xeon Gold 6342
Measured by System One Models on 2026-10-05: one question per request, 4 threads of a Xeon Gold 6342