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JevK5 v0.3

JevK5 v0.3 is an open-weight model based on Qwen3.5-4B, fine-tuned for typed decisions. It returns probabilities for options in one forward pass without generating tokens.

What it does

Use it to produce option probabilities for typed decisions, such as routing a request to a team.

Availability
Open weights on Hugging Face; runtime available at version 0.3.0 or later
Pricing model
Not established
Deployment
Self-host using the JevK5 runtime
Privacy
Not established
Licence
Apache-2.0
Capability
analysis
Modality
text
Access
open weightsAPI
Deployment
on-premises
Pricing
unknown
Target user
developerresearcherenterprise

Evidence

5 claims
  • JevK5 returns a probability for every option in one forward pass with zero generated tokens. [1]
    **probability for every option in one forward pass, with zero generated tokens**.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The open weights are available at alibiserikbay/JevK5. [1]
    [open weights](https://huggingface.co/alibiserikbay/JevK5) can be self-hosted using the
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The model can be self-hosted using the JevK5 runtime. [1]
    [open weights](https://huggingface.co/alibiserikbay/JevK5) can be self-hosted using the
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Runtime 0.3.0 reads a second per-model temperature for questions with more than 16 options. [1]
    - **Runtime 0.3.0** reads a second, per-model temperature for more than 16 options
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The model is English only and needs a CUDA GPU with about 9 GB for bf16. [1]
    Needs a CUDA GPU with ~9 GB for bf16.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.

Sources

1
1
Hugging FaceOwner-controlled
https://huggingface.co/alibiserikbay/JevK5 Retrieved 2026-10-28 01:03 UTC
Verified

Versions

3
VersionEffectiveChangeChanged fieldsState
32026-10-23 05:27 UTCevidence updatescoreCurrent
22026-09-26 06:49 UTCmaterial changeavailability, deploymentCurrent
12026-09-25 07:48 UTCpublicationNoneCurrent

In briefs

2

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.