French medical decision models by Bofeng Huang: pass a patient message or clinical note, a question and candidate answers, and get one probability per answer from a single forward pass. Choice, score and noul. A research model, not a medical device.
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.
Decides
choice, score, noul
choice, score, noul, classify, route
Architecture
docto-decision
laya
Fine-tuned from
qwen/qwen3.5-4b
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
88.9%
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Calibration error
0.079
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Valid action rate
—
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Median latency
47 ms
44.9 ms
p95 latency
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742 ms
Evaluation suite
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 docto-decision and laya-multilingual-noulxp?
docto-decision is from Bofeng Huang and laya-multilingual-noulxp from Convai Innovations. Both have open weights you can download and run. Both answer choice, score and noul questions. Only laya-multilingual-noulxp answers classify and route. laya-multilingual-noulxp is the smaller model, at 322M parameters to 4.7B.
Which is more accurate, docto-decision or laya-multilingual-noulxp?
Only docto-decision publishes an accuracy figure (88.9% on Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)); laya-multilingual-noulxp does not, so there is no comparison to make without your own test.
Which is cheaper, docto-decision or laya-multilingual-noulxp?
docto-decision: Free (open weights). laya-multilingual-noulxp: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Which is faster, docto-decision or laya-multilingual-noulxp?
By their publishers’ figures, laya-multilingual-noulxp answers in about 44.9 ms at the median and docto-decision in about 47 ms — measured on different hardware, so treat it as a rough guide.
Can I run docto-decision or laya-multilingual-noulxp locally?
Yes, both: systemone pull bofeng-huang/docto-decision and systemone pull convai-innovations/laya-multilingual-noulxp download the weights.
Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)
Measured by System One Models on 2026-10-05: one question per request, 4 threads of a Xeon Gold 6342
