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dev-0.4b

mpnikhilDecision modelOpen weights

dev-0.4b by mpnikhil 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
mpnikhil
Parameters
397M
Released
Sep 2026
Open weights
Yes
Question types
Choice (one of N options), Score (ordered rubric), Yes / no
Mechanism
Encoder classifier
Backbone
—
Jev-compatible request
No
Runs on CPU
Yes
License
apache-2.0
Hugging Face
mpnikhil/dev-0.4b

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.

Banking77Self-reported
0.987
Google BoolQSelf-reported
0.852
Yelp Review FullSelf-reported
0.627

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FAQ

How much does dev-0.4b cost?

dev-0.4b has no hosted price listed; its weights are open, so the cost is the compute you run it on.

What questions can dev-0.4b answer?

dev-0.4b answers choice (one of n options), score (ordered rubric), yes / no questions, returning a probability for each allowed answer.

Is dev-0.4b well calibrated?

No calibration measurement for dev-0.4b is recorded yet.

Is dev-0.4b open weight, and can it run on a CPU?

Yes, dev-0.4b 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 (Hugging Face). Pricing is per 1M tokens (USD); confirm with the provider before production use.