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TheCluster/Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-MLX-mxfp4

TheCluster Qwen 27B multimodal second-order
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Response includes
  • classification m-uncensored
  • files 14
  • hub_downloads_all_time 3,424
  • author_summary 28 models
  • readme_text full
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Abliteration classifier · v1.0.0
M-U
Primary method

Uncensored (method unknown)

No other method signals detected in this model.
Confidence
LOW
Why this label 3 signals
Weak or ambiguous signals. Best guess based on catalog patterns; treat as tentative and check the evidence below.
  • 'uncensored' in name/tags but no 'abliterated' marker
  • method not identifiable from author declaration alone
  • may be DPO fine-tune, prompt engineering, or unknown technique
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
3K
289 last 30d - cooling
Likes
2
Model age
6mo ago
created 2026-03-17
Downloads over time
Now3.5K→from326↑983%
1661.4K2.6K3.9K326 on Mar 183.5K on Oct 11MarAprMayJunJulAugSepOct
Mar 18 → Oct 11 · 69 snapshots · spans 207 days

Genealogy 0 direct forks

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This model's place in the market. Above: what it was derived from. Below: the tree of everything derived from it.

Metadata

License
apache-2.0
Languages
en zh ru es fr it ja ko af de ar tr is pl sw sv nl he id uk fa pa pt ms fi el
Tags
mlx safetensors qwen3_5 uncensored unrestricted decensored mxfp4 image-text-to-text conversational en zh ru

Related

Total size
14.2 GB
Files
14
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-03-17 15:21

Files by quantization

Auxiliary files 14 files 14.2 GB
model-00002-of-00003.safetensors 4.98 GB a95b41f8 download
model-00001-of-00003.safetensors 4.98 GB 838d0694 download
model-00003-of-00003.safetensors 4.21 GB 49392bc0 download
tokenizer.json 19.1 MB 87a7830d download
model.safetensors.index.json 163 KB 33e0ae96 download
chat_template.jinja 7.46 KB 1f70ea86 download
config.json 4.47 KB a23f4db7 download
README.md 2.19 KB 759bd617 download
.gitattributes 1.53 KB 52373fe2 download
processor_config.json 1.27 KB 7ad6acdf download
tokenizer_config.json 1.11 KB a068e246 download
preprocessor_config.json 390 B 2ea84a43 download
video_preprocessor_config.json 385 B 3ba673a5 download
generation_config.json 213 B 8c8412a2 download

README current version from Hugging Face


license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3.5-27B/blob/main/LICENSE
base_model:

  • HauhauCS/Qwen3.5-27B-Uncensored-HauhauCS-Aggressive
    base_model_relation: quantized
    library_name: mlx
    tags:
  • uncensored
  • unrestricted
  • decensored
  • mxfp4
    pipeline_tag: image-text-to-text
    language:
  • en
  • zh
  • ru
  • es
  • fr
  • it
  • ja
  • ko
  • af
  • de
  • ar
  • tr
  • is
  • pl
  • sw
  • sv
  • nl
  • he
  • id
  • uk
  • fa
  • pa
  • pt
  • ms
  • fi
  • el

Qwen3.5-27B-Uncensored-HauhauCS-Aggressive

Qwen3.5-27B uncensored by HauhauCS.

Quality: quantized (mxfp4, 4.449 bpw)

About

0/465 refusals. Fully uncensored with zero capability loss.

No changes to datasets or capabilities. Fully functional, 100% of what the original authors intended - just without the refusals.

These are meant to be the best lossless uncensored models out there.

Aggressive Variant

Stronger uncensoring with more thorough refusal removal. If this variant is too loose for your use case, a Balanced variant may follow.

Note: The model is fully unlocked and will not refuse prompts. However, it may occasionally append a short disclaimer at the end of a response (e.g. "This is general information, not legal advice..."). This is baked into the base model's training and not a refusal — the actual content is still generated in full.

Specs

  • 27B dense parameters, 64 layers
  • Hybrid architecture: Gated DeltaNet linear attention + full softmax attention (3:1 ratio)
  • 262K native context (extendable to 1M with YaRN)
  • Natively multimodal (text, image, video)
  • Multi-token prediction (MTP) support
  • 248K vocabulary, 201 languages
  • Based on Qwen3.5-27B

Also check out the 9B variant

Recommended Settings

From the official Qwen authors:

Thinking mode (default):

  • temperature=0.6, top_p=0.95, top_k=20, min_p=0

Non-thinking mode:

  • temperature=0.7, top_p=0.8, top_k=20, min_p=0

Source

This model was converted to MLX format from HauhauCS/Qwen3.5-27B-Uncensored-HauhauCS-Aggressive

README history 3 versions

The author's README evolved over time. Click a version to see its content at that point.

  1. 2026-03-17Update README.md98594e02.2 KB
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  2. 2026-03-17Update README.md4dc2a7a2.1 KB
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  3. 2026-03-17initial commitc339e7028 B
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