An embedding model turned decision model. Qwen3-Embedding-4B with a merged LoRA, driven by the open JevEmbed toolkit, which scores Choice, Score and Noul questions from embedding similarity and returns a distribution without generating text.
Juspay's open decision model. Qwen3.6-35B-A3B with a merged rank-16 LoRA, shipped with a pinned SGLang serving bundle that answers Choice, Score and Noul questions over text, images or a video through a TypeSafe-compatible /v1/systemone API.
Decides
choice, score, noul, classify
choice, score, noul, classify, route
Architecture
jevembed
xor
Fine-tuned from
qwen/qwen3-embedding-4b
qwen/qwen3.6-35b-a3b
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
85.9%
90.0%
Calibration error
—
0.073
Valid action rate
—
—
Median latency
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69 ms
p95 latency
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162 ms
Evaluation suite
JevEmbed-Data test split (64,110 hard-label questions), final LoRA checkpoint before merging
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 jevembed and xor?
jevembed is from HIT-TMG (Lychee Team) and xor from Juspay. Both have open weights you can download and run. Both answer choice, score, noul and classify questions. Only xor answers route. jevembed is the smaller model, at 4.0B parameters to 35B.
Which is more accurate, jevembed or xor?
They report on different suites — jevembed 85.9% on JevEmbed-Data test split (64,110 hard-label questions), final LoRA checkpoint before merging, xor 90.0% on JevBench public set (231 items), maker's self-run of Xor 1.2 — so the numbers do not rank them. Test both on your own labelled examples.
Which is cheaper, jevembed or xor?
jevembed: Free (open weights). xor: Free (open weights). Open weights cost nothing per call beyond your own hardware.
Can I run jevembed or xor locally?
Yes, both: systemone pull hit-tmg/jevembed and systemone pull juspay/xor download the weights.
JevBench public set (231 items), maker's self-run of Xor 1.2
