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HEAD TO HEAD
EldanRing: winnow and Juspay: xor, compared on what they decide, where they run, what they cost and what their publishers report.
| Property | eldanring/winnow | juspay/xor |
|---|---|---|
| Summary | A Gemma 4 12B fine-tune for typed decisions that also chats and reads images. Ships as GGUF for llama.cpp, holds a 64K context on a 16 GB GPU, and serves /v1/systemone next to /v1/chat/completions. | 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, route | choice, score, noul, classify, route |
| Architecture | winnow | xor |
| Fine-tuned from | google/gemma-4-12b-it | qwen/qwen3.6-35b-a3b |
| License | apache-2.0 | apache-2.0 |
| Availability | Open weights | Open weights |
| Hosted by | — | — |
| Input price | — | — |
| Decision accuracy | 85.7% | 90.0% |
| Calibration error | — | 0.073 |
| Valid action rate | — | — |
| Median latency | 143 ms | 69 ms |
| p95 latency | — | 162 ms |
| Evaluation suite | JevBench public subset (231 items), Q8_0 | JevBench public set (231 items), maker's self-run of Xor 1.2 |
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.
winnow is from EldanRing and xor from Juspay. Both have open weights you can download and run. Both answer choice, score, noul, classify and route questions. winnow is the smaller model, at 12B parameters to 35B.
They report on different suites — winnow 85.7% on JevBench public subset (231 items), Q8_0, 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.
winnow: Free (open weights). xor: Free (open weights). Open weights cost nothing per call beyond your own hardware.
By their publishers’ figures, xor answers in about 69 ms at the median and winnow in about 143 ms — measured on different hardware, so treat it as a rough guide.
Yes, both: systemone pull eldanring/winnow and systemone pull juspay/xor download the weights.
| Latest version | 2026.09 | 1.2.0 |
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| Variants | gguf, SHA256SUMS, LICENSE, NOTICE | LICENSE, serving |
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| Size of latest version | 34.2 GB | 65.4 GB |
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| Files | 8 | 32 |
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| Downloads | 0 | 0 |
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| Stars | 0 | 0 |
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| Tags | system-one, gemma, gguf, vision, llama-cpp, 12b | system-one, qwen, moe, sglang, multimodal, jevbench, 35b |
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| Updated | Sep 30, 2026 | Sep 30, 2026 |
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