Winnow-12B
Winnow-12B by EldanRing is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 49.3 on the Jev Decision Index (rank 47).
Pricing
No hosted price is listed. The weights are open: the cost is your own compute.
Specifications
- Provider
- EldanRing
- Parameters
- 12B
- Released
- Sep 2026
- Open weights
- Yes
- Question types
- Choice (one of N options), Score (ordered rubric), Yes / no
- Mechanism
- Decoder LM with a decision readout
- Backbone
- google/gemma-4-12B
- Jev-compatible request
- Yes
- Runs on CPU
- No
- License
- apache-2.0
- Hugging Face
- EldanRing/Winnow-12B
Benchmarks
- Jev Decision IndexECE 0.168
- 49.3
- DecisionBenchECE 0.142
- 0.766
- Jev Decision Index — VisionECE 0.082
- 58.8
Jev Decision Index: public 50.7, ECE 0.168, Brier 0.486. Lower ECE means its probabilities can be taken at face value.
Speed & latency
Compare Winnow-12B with…
FAQ
How much does Winnow-12B cost?
Winnow-12B has no hosted price listed; its weights are open, so the cost is the compute you run it on.
What questions can Winnow-12B answer?
Winnow-12B answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.
Is Winnow-12B well calibrated?
On the Jev Decision Index its expected calibration error (ECE) is 0.168; below about 0.05, a stated 80% confidence is right roughly 80% of the time.
Is Winnow-12B open weight, and can it run on a CPU?
Yes, Winnow-12B has open weights. It needs a GPU to run at useful speed.
Data as of 2026-10-14. Source: Metatext decision-model catalogue, 2026-10-14 (Jev Decision Index, DecisionBench, Enterprise Decision Arena, Benchmark Heaven JevBench). Pricing is per 1M tokens (USD); confirm with the provider before production use.