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Decision modelOpen source

Kev 4B

Jared Palmer

Released
September 20, 2026
Data date
September 24, 2026
Access

Kev 4B is the middle size among the Kev adapter variants. It is a LoRA adapter with a pointer head on a 4-billion-parameter base model and processes documents or structured states alongside typed questions. The output consists of Choice, Noul, and Score with calibrated probabilities. The checkpoint runs locally through the TypeSafe-compatible interface.

The neighboring checkpoints are Kev 0.8B and Kev 9B.

Specifications and access

SpecificationValue and source
Model class
Typed-decision LoRA adapter with pointer readoutSource
Access
LocalSource
Model ID
jaredpalmer/kev-4bSource
Input
Text or structured states and typed questionsSource
Output
Structured probabilities, no text generationSource
Result
Choice, Noul and Score with calibrated probabilitiesSource
Parameters
4 billion base modelSource
License
Apache-2.0 for the adapter and headSource
Scope
Local Kev family models with a TypeSafe-compatible interface.Source
Notes
The weights are adapters on top of the respective Qwen base models.Source
Base model
Qwen/Qwen3.5-4B-BaseSource
Adapter
LoRA, rank 16Source