# LingeeJevMulti-4B-v1 decision model by Ashan0525

> LingeeJevMulti-4B-v1 returns typed option probabilities for text and images. Read its Apache licence, release files and per-image pixel limit.

Updated 2026-11-12 (Australia/Adelaide)

## Quick answers

### What is LingeeJevMulti-4B-v1 by Ashan0525?

[LingeeJevMulti-4B-v1](<https://decisionmodels.ai/models/lingee-jev-multi>): A Qwen3.5-4B derivative that reads text or images and returns probabilities for Choice, Noul and Score questions without generating an explanation.

[LingeeJevMulti-4B-v1 facts](<https://decisionmodels.ai/models/lingee-jev-multi>)

[Source](<https://huggingface.co/Ashan0525/LingeeJevMulti-4B-v1>)

### Who makes LingeeJevMulti-4B-v1?

[LingeeJevMulti-4B-v1](<https://decisionmodels.ai/models/lingee-jev-multi>): Ashan0525

[LingeeJevMulti-4B-v1 facts](<https://decisionmodels.ai/models/lingee-jev-multi>)

[Source](<https://huggingface.co/Ashan0525/LingeeJevMulti-4B-v1>)

### Are LingeeJevMulti-4B-v1's weights open?

[LingeeJevMulti-4B-v1](<https://decisionmodels.ai/models/lingee-jev-multi>): Public weights, Python runtime and POST /v1/systemone Licence: Apache-2.0

[LingeeJevMulti-4B-v1 facts](<https://decisionmodels.ai/models/lingee-jev-multi>)

[Source](<https://huggingface.co/Ashan0525/LingeeJevMulti-4B-v1>)

By Ashan0525 · Weights upload: 2026-11-08 · OPEN

A Qwen3.5-4B derivative that reads text or images and returns probabilities for Choice, Noul and Score questions without generating an explanation. The release includes full model weights, a separate decision readout and a System One server.

## Facts

- Size: 4.54B, including a 0.33B vision encoder
- Inputs: Text or structured state and images
- Image limit: 1,638,400 pixels per image
- Licence: Apache-2.0
- Access: Public weights, Python runtime and POST /v1/systemone

## Claims and sources



## Links

- [Source: Card and release files](<https://huggingface.co/Ashan0525/LingeeJevMulti-4B-v1>)
- [Source: Licence](<https://huggingface.co/Ashan0525/LingeeJevMulti-4B-v1/blob/main/LICENSE>)

## Related projects

No related projects are listed in the registry.