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Winnow-E4B

EldanRingDecision modelOpen weights

Winnow-E4B by EldanRing is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 38.7 on the Jev Decision Index (rank 87).

Pricing

No hosted price is listed. The weights are open: the cost is your own compute.

Specifications

Provider
EldanRing
Parameters
8B
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-E4B
Jev-compatible request
Yes
Runs on CPU
No
License
apache-2.0
Hugging Face
EldanRing/Winnow-E4B

Benchmarks

Jev Decision IndexECE 0.058
38.7

Jev Decision Index: public 40.9, ECE 0.058, Brier 0.461. Lower ECE means its probabilities can be taken at face value.

Speed & latency

Median latency per call (Decision Index)
45 ms

Compare Winnow-E4B with…

FAQ

How much does Winnow-E4B cost?

Winnow-E4B has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can Winnow-E4B answer?

Winnow-E4B answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is Winnow-E4B well calibrated?

On the Jev Decision Index its expected calibration error (ECE) is 0.058; below about 0.05, a stated 80% confidence is right roughly 80% of the time.

Is Winnow-E4B open weight, and can it run on a CPU?

Yes, Winnow-E4B 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, Enterprise Decision Arena, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.