A 4B biomedical decision model by Dimitris Papadopoulos: Qwen3.5-4B tuned with Together AI's Tev1 recipe on 1.75M pharma, clinical-trial and literature decisions. One forward pass gives a temperature-scaled probability per option. Research use only.
A 144M-parameter System One model on the multilingual mmBERT-small encoder. Takes a state, a question and 2 to 20 options and returns one decision with probabilities for choice, score and yes/no questions, on a CPU.
Decides
choice, score, noul, classify
choice, score, noul, classify, route
Architecture
biodecision
julia
Fine-tuned from
qwen/qwen3.5-4b
jhu-clsp/mmbert-small
License
Research use only (several training sources are non-commercial); not validated for patient care
apache-2.0
Availability
Open weights
Open weights
Hosted by
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Input price
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Decision accuracy
75.3%
73.2%
Calibration error
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Valid action rate
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Median latency
39 ms
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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 biodecision and julia-1?
biodecision is from Dimitris Papadopoulos and julia-1 from Supersonic Labs. Both have open weights you can download and run. Both answer choice, score, noul and classify questions. Only julia-1 answers route. julia-1 is the smaller model, at 144M parameters to 4.0B. biodecision is licensed other; julia-1, apache-2.0.
Which is more accurate, biodecision or julia-1?
They report on different suites — biodecision 75.3% on BioDecision v2 held-out test set (63,432 overlap-screened decisions from public biomedical benchmarks; the maker's own split), julia-1 73.2% on typed-decisions test set (400 cases, 2,000 questions) — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, biodecision or julia-1?
biodecision: Free (open weights). julia-1: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Can I run biodecision or julia-1 locally?
Yes, both: systemone pull lighteternal/biodecision and systemone pull supersonic-labs/julia-1 download the weights.
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Evaluation suite
BioDecision v2 held-out test set (63,432 overlap-screened decisions from public biomedical benchmarks; the maker's own split)
typed-decisions test set (400 cases, 2,000 questions)
