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

ijjcfs Qwen 27B GGUF 262K ctx
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Response includes
  • classification m-uncensored
  • files 12
  • hub_downloads_all_time 1,258
  • author_summary 1 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
1K
62 last 30d - cooling
Likes
0
Model age
6mo ago
created 2026-03-19
Downloads over time
Now1.3K→from820↑59%
7969821.2K1.4K820 on Mar 181.3K on Oct 11MarAprMayJunJulAugSepOct
Mar 18 → Oct 11 · 69 snapshots · spans 207 days

Metadata

License
apache-2.0
Languages
en zh multilingual
Quantizations
BF16 IQ2 IQ3 IQ4 Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
gguf uncensored qwen3.5 qwen en zh multilingual license:apache-2.0 endpoints_compatible region:us conversational
Total size
177 GB
Files
12
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-03-19 02:54

Files by quantization

BF16 1 file 50.1 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-BF16.gguf 50.1 GB 4987cf92 download
Q8_0 1 file 26.6 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q8_0.gguf 26.6 GB 78ae0800 download
Q6_K 1 file 20.6 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q6_K.gguf 20.6 GB 9fc4e476 download
Q5_K 1 file 18.1 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q5_K_M.gguf 18.1 GB 5234579e download
Q4_K 1 file 15.4 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q4_K_M.gguf 15.4 GB ffec017c download
IQ4 1 file 13.7 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-IQ4_XS.gguf 13.7 GB 0be10887 download
Q3_K 1 file 12.4 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q3_K_M.gguf 12.4 GB d15bba8a download
IQ3 1 file 11.7 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-IQ3_M.gguf 11.7 GB 3839efef download
IQ2 1 file 8.75 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-IQ2_M.gguf 8.75 GB fadfbc35 download
F16 1 file 885 MB
mmproj-Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-f16.gguf 885 MB fcd4e139 download
Auxiliary files 2 files 5.70 KB
README.md 3.33 KB 6160454d download
.gitattributes 2.37 KB 056caabf download

README current version from Hugging Face


license: apache-2.0
tags:

  • uncensored
  • qwen3.5
  • qwen
  • gguf
    language:
  • en
  • zh
  • multilingual

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

Qwen3.5-27B uncensored by HauhauCS.

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.

Downloads

File Quant Size
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-BF16.gguf BF16 51 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q8_0.gguf Q8_0 27 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q6_K.gguf Q6_K 21 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q5_K_M.gguf Q5_K_M 19 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q4_K_M.gguf Q4_K_M 16 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-IQ4_XS.gguf IQ4_XS 14 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-Q3_K_M.gguf Q3_K_M 13 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-IQ3_M.gguf IQ3_M 12 GB
Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-IQ2_M.gguf IQ2_M 8.8 GB
mmproj-Qwen3.5-27B-Uncensored-HauhauCS-Aggressive-f16.gguf Vision encoder 885 MB

IQ quants (IQ2_M, IQ3_M, IQ4_XS) were generated with importance matrix calibration for better quality at low bit rates.

Vision support: This model is natively multimodal. The mmproj file is the vision encoder — you need it alongside the main GGUF to use image/video inputs. Load both files in llama.cpp, LM Studio, or any compatible runtime.

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

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

Important:

  • Maintain at least 128K context to preserve thinking capabilities
  • For production/high-throughput: use vLLM, SGLang, or KTransformers

Note: This is a brand new architecture (released 2026-03-02). llama.cpp support landed very recently — make sure you're on a recent build. Works with llama.cpp, LM Studio, Jan, koboldcpp, etc.

Also check out the 9B variant, the 4B variant, and all releases at HauhauCS.

Usage

Works with llama.cpp, LM Studio, Jan, koboldcpp, etc.

README history 1 version

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

  1. 2026-03-19Duplicate from HauhauCS/Qwen3.5-27B-Uncensored-HauhauCS-Aggressive5e689ca3.3 KB
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