bev-decider-0.4B
bev-decider-0.4B is a 0.4B-parameter decision model that takes text or JSON states and typed questions, returning calibrated probabilities in one forward pass without text generation. Its weights are available as a downloadable package and can be used with the bev-decider library or local server.
What it does
Use it to classify, route, or score information against defined options, yes/no questions, or ordinal criteria.
- Availability
- Model weights available on Hugging Face; bev-decider package provided for loading.
- Pricing model
- Not established
- Deployment
- Runs on a laptop CPU or Apple Silicon.
- Privacy
- Not established
- Licence
- CC-BY-NC-4.0 (non-commercial); contains weights derived from Qwen3-0.6B, which is Apache-2.0.
Capability
Modality
Access
Deployment
Pricing
Target user
Evidence
5 claims- The model returns calibrated probabilities for choice, yes/no, and ordinal score questions. [1]
- It processes each question in a single forward pass with no text generation. [1]
It reads a state (text or JSON) and typed questions about it, and returns calibrated probabilities in a single forward pass, with no text generation.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The model weights are available as model.safetensors on Hugging Face. [1]
- The model runs on a laptop CPU or Apple Silicon. [1]
It runs on a laptop CPU or Apple Silicon.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The model is licensed CC-BY-NC-4.0 for non-commercial use. [1]
The model is CC-BY-NC-4.0 (non-commercial), because the training data includes sources with non-commercial terms.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
Sources
1
1
Hugging FaceOwner-controlled
https://huggingface.co/avbiswas/bev-decider-0.4B
Retrieved 2026-10-27 01:17 UTC
Verified
Versions
2| Version | Effective | Change | Changed fields | State |
|---|---|---|---|---|
| 2 | 2026-10-01 07:31 UTC | material change | access, availability, deployment | Current |
| 1 | 2026-09-30 08:24 UTC | publication | None | Current |
In briefs
1- GitHub expands Copilot controls and adds local sandboxing Daily brief 2026-09-30
Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.