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kev-8b

Jared PalmerDecision modelOpen weights

kev-8b by Jared Palmer is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text.

Pricing

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

Specifications

Provider
Jared Palmer
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
Qwen/Qwen3-8B-Base
Jev-compatible request
Yes
Runs on CPU
No
License
apache-2.0
Hugging Face
jaredpalmer/kev-8b

Benchmarks

Jev Decision Indexedition 0.1 (earlier edition)
27.9
DecisionBenchECE 0.229
0.630

Self-reported by the publisher

The model's own claims, often on its own sets or a self-run copy of a public suite. Not independently verified and never ranked alongside measured results.

decision-v4/v6 development (1,204 records; trained public soSelf-reported
0.869
transfer-v4 development (764 records; six never-trained sourSelf-reported
0.796

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FAQ

How much does kev-8b cost?

kev-8b has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can kev-8b answer?

kev-8b answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is kev-8b well calibrated?

No calibration measurement for kev-8b is recorded yet.

Is kev-8b open weight, and can it run on a CPU?

Yes, kev-8b 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, Benchmark Heaven JevBench, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.