license: apache-2.0
base_model: huihui-ai/Huihui-Qwen3.5-4B-abliterated
base_model_relation: quantized
tags:
- mnn
- abliterated
- uncensored
- qwen3.5
- on-device
- mobile
- roleplay
- tokforge
language: - en
library_name: mnn
pipeline_tag: text-generation
Published by TokForge for on-device inference.
TokForge
- Website: https://tokforge.ai
- Discord: https://discord.gg/Acv3CBtfVm
- Google Play: https://play.google.com/store/apps/details?id=dev.tokforge
- iOS TestFlight: https://testflight.apple.com/join/jnufjzRr
Runs on-device in the TokForge app.
Qwen3.5-4B Abliterated: MNN Format
This is an MNN-converted version of huihui-ai/Huihui-Qwen3.5-4B-abliterated for on-device mobile inference.
All credit for the abliteration work goes to huihui-ai. We only performed the MNN conversion and quantization for mobile deployment.
What is this?
- Base model: Qwen/Qwen3.5-4B by Alibaba
- Abliteration by: huihui-ai: removes refusal behavior via orthogonal projection (FailSpy technique)
- MNN conversion by: darkmaniac7: 4-bit quantization (block size 128) for mobile GPU/CPU inference
- Purpose: On-device roleplay, creative fiction, and mature content without refusal
Model Details
| Property | Value |
|---|---|
| Architecture | Qwen3.5 (LinearAttention) |
| Parameters | 4B |
| Quantization | 4-bit (block 128) |
| Format | MNN (Alibaba Mobile Neural Network) |
| Size on disk | ~2.5 GB |
| Backend | CPU (auto-routed for LinearAttention) |
Usage
This model is designed for TokForge, an offline Android AI chat app. It can also be used with any MNN-compatible runtime.
TokForge (Android)
Models → Recommended → Roleplay → "Qwen3.5 4B Uncensored" → Download
Manual
Download all files and load with MNN's llm_demo or the MNN Transformer API.
Limitations and Intended Use
- Intended for TokForge / MNN mobile inference and local roleplay-style use.
- Backend behavior differs from classic Qwen3 because
Qwen3.5usesLinearAttention. - Device performance varies significantly across SoCs and CPU/GPU routing.
- This repo is a mobile runtime/export artifact, not a standard Transformers release.
Files
| File | Size | Description |
|---|---|---|
llm.mnn |
3.5 MB | Model graph |
llm.mnn.weight |
2.3 GB | 4-bit quantized weights |
llm_config.json |
8 KB | Model configuration |
tokenizer.txt |
2.9 MB | Tokenizer vocabulary |
config.json |
342 B | HuggingFace config |
Credits
- Huihui-Qwen3.5-4B-abliterated by huihui-ai (Hugging Face). Used under the Apache-2.0 license.
- Qwen3.5-4B by the Qwen team (Alibaba Cloud) (Hugging Face). Used under the Apache-2.0 license.
- Converted with llmexport from MNN by Alibaba (Apache-2.0).
Community
- Website: tokforge.ai
- Discord: Join the Discord
License
Apache 2.0 (inherited from Qwen3.5)