A 364M Hebrew decision encoder on NeoDictaBERT: give it a state, a question and 2 to 7 free-text options and it returns a probability for each option in one forward pass, about 70 ms on a laptop CPU. Hebrew only.
StartLux's decision family in six sizes, 0.8B to a 35B-A3B mixture of experts. All questions in a request are answered in one forward pass, with a probability for every option, through a TypeSafe /v1/systemone-compatible server. Text, JSON or images, up to 256K tokens.
Decides
choice, classify, route
choice, score, noul
Architecture
nativ
startlux-decision
Fine-tuned from
dicta-il/neodictabert
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License
cc-by-4.0
cc-by-nc-4.0
Availability
Open weights
Open weights
Hosted by
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Input price
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Decision accuracy
96.2%
88.3%
Calibration error
0.010
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Valid action rate
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Median latency
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26 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 nativ-he-decision and startlux-decision?
nativ-he-decision is from Yoav Pinto and startlux-decision from StartLux. Both have open weights you can download and run. Both answer choice questions. Only nativ-he-decision answers classify and route. Only startlux-decision answers score and noul. startlux-decision reads up to 256K tokens of state, against 1K tokens for nativ-he-decision. nativ-he-decision is the smaller model, at 364M parameters to 4.7B. nativ-he-decision is licensed cc-by-4.0; startlux-decision, cc-by-nc-4.0.
Which is more accurate, nativ-he-decision or startlux-decision?
They report on different suites — nativ-he-decision 96.2% on nativ-bench user-intent task, 4 options (MASSIVE Hebrew, 2,973 items; the maker's own suite), startlux-decision 88.3% on JevBench public set (231 items; 204 correct), maker's run — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, nativ-he-decision or startlux-decision?
nativ-he-decision: Free (open weights). startlux-decision: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Can I run nativ-he-decision or startlux-decision locally?
Yes, both: systemone pull yoav-pinto/nativ-he-decision and systemone pull startlux/startlux-decision download the weights.
Evaluation suite
nativ-bench user-intent task, 4 options (MASSIVE Hebrew, 2,973 items; the maker's own suite)
JevBench public set (231 items; 204 correct), maker's run
