LemonDecider
LemonDecider is a typed decision model derived from Qwen3.5-4B, designed to answer choice, noul, and score questions in a single forward pass with an explicit unknown candidate. It uses a 255-way decision readout rather than an autoregressive generation head and optionally accepts images.
What it does
Use it to route requests, classify intent, check policy or adequacy, and answer structured questions over explicit options.
- Availability
- Package artifacts include model weights and an in-package Python runtime.
- Pricing model
- Not established
- Deployment
- Local Python runtime; CLI usage documented.
- Privacy
- Not established
- Licence
- Apache-2.0 terms inherited from the base model; runtime/server code components under MIT.
Capability
Modality
Access
Deployment
Pricing
Target user
Evidence
6 claims- The model returns a probability distribution over options or an ordered rating in one forward pass. [1]
list of options, runs **one forward pass**, and returns a probability distribution
inclusionAI. Quoted text is outside CC BY 4.0 and keeps its original rights. - It supports choice questions with up to 255 options, yes/no questions, and ordinal ratings. [1]
**Question formats:** choice (up to 255 options), noul (no/yes) and score (ordinal
inclusionAI. Quoted text is outside CC BY 4.0 and keeps its original rights. - The maximum input length is 262,144 tokens, and requests above the limit are rejected rather than truncated. [1]
| Max input length | **262,144 tokens (256K context)** — the backbone's full position window; requests over the limit are rejected, never cut |
inclusionAI. Quoted text is outside CC BY 4.0 and keeps its original rights. - The package includes downloadable model weight files and Python runtime components. [1]
- The source documents loading the model locally with Transformers and running it through a CLI. [1]
- The model emits option probabilities only and is not a generative assistant. [1]
- The model emits **option probabilities only**; it is not a generative assistant.
inclusionAI. Quoted text is outside CC BY 4.0 and keeps its original rights.
Sources
1
1
inclusionAIOwner-controlled
https://huggingface.co/inclusionAI/LemonDecider
Retrieved 2026-10-27 01:17 UTC
Verified
Versions
3| Version | Effective | Change | Changed fields | State |
|---|---|---|---|---|
| 3 | 2026-10-16 18:36 UTC | material change | capability, modality, availability, deployment | Current |
| 2 | 2026-10-14 20:18 UTC | material change | pricing, availability, deployment | Current |
| 1 | 2026-10-12 22:08 UTC | publication | None | Current |
In briefs
1- Muse Wonder is aimed at document work, workflows, and coding Daily brief 2026-10-12
Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.