Bekko System One v0 400M
Bekko System One v0 400M by hotchpotch is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 15.2 on the Jev Decision Index (rank 131).
Pricing
No hosted price is listed. The weights are open: the cost is your own compute.
Specifications
- Provider
- hotchpotch
- Parameters
- 400M
- Released
- Sep 2026
- Open weights
- Yes
- Question types
- Choice (one of N options), Score (ordered rubric), Yes / no
- Mechanism
- Encoder classifier
- Backbone
- jhu-clsp/ettin-encoder-400m
- Jev-compatible request
- Yes
- Runs on CPU
- Yes
- License
- —
- Hugging Face
- hotchpotch/bekko-system-one-v0-400m
Benchmarks
- Jev Decision IndexECE 0.111
- 15.2
- Typed Decisions (agreement with teacher)ECE 0.143
- 0.668
Jev Decision Index: public 22.4, ECE 0.111, Brier 0.631. Lower ECE means its probabilities can be taken at face value.
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.
- Jev Decision Index public suite (self-run)Self-reportedDecision Index public balanced skill, edition 0.2.1 kit (release-v2.1), self-run
- 21.9
Speed & latency
Compare Bekko System One v0 400M with…
FAQ
How much does Bekko System One v0 400M cost?
Bekko System One v0 400M has no hosted price listed; its weights are open, so the cost is the compute you run it on.
What questions can Bekko System One v0 400M answer?
Bekko System One v0 400M answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.
Is Bekko System One v0 400M well calibrated?
On the Jev Decision Index its expected calibration error (ECE) is 0.111; below about 0.05, a stated 80% confidence is right roughly 80% of the time.
Is Bekko System One v0 400M open weight, and can it run on a CPU?
Yes, Bekko System One v0 400M has open weights. It is small enough to run on a CPU.
Data as of 2026-10-14. Source: Metatext decision-model catalogue, 2026-10-14 (Jev Decision Index, Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.