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.
Laya fine-tune that scans untrusted text (extracted files, knowledge-base documents, agent skills, tool descriptions) for prompt injection and data exfiltration in English and German, as a noul question answered in one forward pass. 322M parameters, PyTorch and ONNX.
Decides
choice, score, noul
noul, classify
Architecture
docto-decision
laya
Fine-tuned from
qwen/qwen3.5-4b
convaiinnovations/laya-multilingual
License
apache-2.0
Unspecified; training data includes CC BY-NC-SA 4.0 material (non-commercial), not relicensed
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
95.4 ms
p95 latency
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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-cybersec?
docto-decision is from Bofeng Huang and laya-cybersec from TextCortex. Both have open weights you can download and run. Both answer noul questions. Only docto-decision answers choice and score. Only laya-cybersec answers classify. laya-cybersec is the smaller model, at 322M parameters to 4.7B. docto-decision is licensed apache-2.0; laya-cybersec, other.
Which is more accurate, docto-decision or laya-cybersec?
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-cybersec does not, so there is no comparison to make without your own test.
Which is cheaper, docto-decision or laya-cybersec?
docto-decision: Free (open weights). laya-cybersec: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Which is faster, docto-decision or laya-cybersec?
By their publishers’ figures, docto-decision answers in about 47 ms at the median and laya-cybersec in about 95.4 ms — measured on different hardware, so treat it as a rough guide.
Can I run docto-decision or laya-cybersec locally?
Yes, both: systemone pull bofeng-huang/docto-decision and systemone pull textcortex/laya-cybersec download the weights.
149 ms
Evaluation suite
Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)
TextCortex saved run: 279 single-window inputs, PyTorch batch one
