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NimruzModel

Mizan v3 3B

Mizan v3 3B is a Persian-first decision model that takes text or JSON records and typed questions, then returns probabilities for each allowed answer in one forward pass. It supports choice, yes/no, and scoring questions, and can apply policies and rubrics included in the record.

What it does

Use it to classify, route, score, or moderate Persian records according to specified policies and rubrics.

Availability
Downloadable from Hugging Face; GGUF and Transformers formats
Pricing model
Apache-2.0
Deployment
Local use with llama.cpp, Unsloth, or Transformers
Privacy
Not stated
Licence
Apache-2.0
Capability
analysisextraction
Modality
text
Access
open weightsAPI
Deployment
on-premiseson-device
Pricing
open-source
Target user
developerenterpriseresearcher

Evidence

6 claims
  • The model returns calibrated probabilities for allowed answers in one forward pass. [1]
    It returns a calibrated probability for every allowed answer, in **one forward pass**.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • It supports choice, yes/no, and score question types. [1]
    | | Choice accuracy | Yes/no F1 | Score error (MAE) ↓ | Overall |
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Records can be supplied as text or JSON. [1]
  • The weights are available for download from Hugging Face, including a 1.9 GB Q4 GGUF. [1]
  • The model can be run locally with llama.cpp, Unsloth, or Transformers. [1]
  • The model is licensed under Apache-2.0. [1]
    - Decision ability peaks in the middle of the model, and the last layers, which specialize in predicting
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.

Sources

1
1
Hugging FaceOwner-controlled
https://huggingface.co/Nimruz/Mizan-v3-3B Retrieved 2026-10-27 01:40 UTC
Verified

Versions

2
VersionEffectiveChangeChanged fieldsState
22026-10-14 21:24 UTCmaterial changeaccess, pricing, availability, pricing model, deployment, privacyCurrent
12026-10-13 22:16 UTCpublicationNoneCurrent

In briefs

1

Open in the catalog

Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.