Caliber Flex 5B by OnePass. Decision-only model, exactly 5,000,000,000 parameters.
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.
Decides
choice, noul, score
choice, score, noul
Architecture
llm
docto-decision
Fine-tuned from
qwen/qwen3.5-4b-base
qwen/qwen3.5-4b
License
caliber-flex-non-commercial-1.0
apache-2.0
Availability
Open weights
Open weights
Hosted by
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Input price
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Decision accuracy
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88.9%
Calibration error
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0.079
Valid action rate
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Median latency
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47 ms
p95 latency
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Evaluation suite
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Docto Decision Bench fr v0.1 (12 tasks, mostly silver labels; the maker's own benchmark)
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 caliber-flex-5b and docto-decision?
caliber-flex-5b is from onepass and docto-decision from Bofeng Huang. Both have open weights you can download and run. Both answer choice, noul and score questions. caliber-flex-5b is licensed other; docto-decision, apache-2.0.
Which is more accurate, caliber-flex-5b or docto-decision?
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)); caliber-flex-5b does not, so there is no comparison to make without your own test.
Which is cheaper, caliber-flex-5b or docto-decision?
caliber-flex-5b: Free (open weights). docto-decision: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Can I run caliber-flex-5b or docto-decision locally?
Yes, both: systemone pull onepass/caliber-flex-5b and systemone pull bofeng-huang/docto-decision download the weights.
