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mati-14b

PSanniDecision modelOpen weights

mati-14b by PSanni 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
PSanni
Parameters
14B
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/Qwen3-14B-Base
Jev-compatible request
Yes
Runs on CPU
No
License
apache-2.0
Hugging Face
PSanni/mati-14b

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.

Kev transfer-v4 development partition (764 records, 656 scorSelf-reported
0.803

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FAQ

How much does mati-14b cost?

mati-14b has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can mati-14b answer?

mati-14b answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is mati-14b well calibrated?

No calibration measurement for mati-14b is recorded yet.

Is mati-14b open weight, and can it run on a CPU?

Yes, mati-14b 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 (Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.