Qwen3.8-27B-Uncensored
27BQwenuncensoredgated
from Qwen/Qwen3.8-27B
↓ 3.6M♥ 1.4K81 repos
Qwen3-32B-abliterated
Qwen3-32B-abliterated is a refusal-ablated variant of Qwen/Qwen3-32B, published on Hugging Face by huihui-ai. It is 32B parameters, 48GB VRAM class class and apache-2.0 licence. It is distributed across 17 repositories in Transformers, GGUF, GGUF (imatrix) and AWQ formats, totalling 12.7K downloads.
Specification
- Model name
- Qwen3-32B-abliterated
- Source repository
- huihui-ai/Qwen3-32B-abliterated
- Base model
- Qwen/Qwen3-32B
- Publisher
- huihui-ai
- Parameters
- 32B
- Hardware class
- 25B – 50B — 48GB VRAM class
- Licence
- apache-2.0
- Task
- Text generation
- Context window
- Not documented
- Ablation scope
- Not stated by the publisher
- Formats available
- Transformers, GGUF, GGUF (imatrix), AWQ, MLX, EXL3, GPTQ
- First indexed
- 2 May 2025
- Last updated
- 30 Jun 2026
Ablation technique
How Qwen3-32B-abliterated was modified, and what that implies.
Abliteration (directional ablation)
The single residual-stream direction that mediates refusal is identified from harmful/harmless prompt pairs and projected out of the model weights.
Reported scope: Not stated by the publisher. Publishers frequently omit this, so verify behaviour empirically rather than assuming full coverage.
Running it
Commands are templates — confirm the exact repository and quant file before use.
llama.cpp / GGUF
hf download mradermacher/Qwen3-32B-abliterated-GGUF --local-dir ./qwen3-32b-abliterated
llama-cli -m ./qwen3-32b-abliterated/<file>.gguf -p "..."Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "huihui-ai/Qwen3-32B-abliterated"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
repo, torch_dtype="auto", device_map="auto"
)vLLM
vllm serve huihui-ai/Qwen3-32B-abliterated --trust-remote-codeDownloads and variants (16)
Every published repository of Qwen3-32B-abliterated, including quantised re-releases by other authors.
| Repository | Format | Downloads |
|---|---|---|
| mradermacher/Qwen3-32B-abliterated-GGUF | GGUF | 7.7K |
| noneUsername/Qwen3-32B-abliterated-awq | AWQ | 1.7K |
| RoadToNowhere/Qwen3-32B-abliterated-Q4_K_M-GGUF | GGUF | 1.2K |
| mradermacher/Qwen3-32B-abliterated-i1-GGUF | GGUF (imatrix) | 1.2K |
| huihui-ai/Qwen3-32B-abliteratedsource | Transformers | 523 |
| roslein/Qwen3-32B-abliterated | Transformers | 155 |
| jnvdx666/Qwen3-32B-abliterated-awq | AWQ | 105 |
| Yjuq/Qwen3-32B-abliterated-Q8_0-GGUF | GGUF | 51 |
| litmudoc/Qwen3-32B-abliterated-MLX-Q8 | MLX | 45 |
| veeceey/Huihui-Qwen3-32B-abliterated-mlx-4bit | MLX | 45 |
| hug-DJbfrj0555/Qwen3-32B-abliterated-Q3_K_S-GGUF | GGUF | 17 |
| bylukeio/Qwen3-32B-abliterated-exl3-6.0bpw | EXL3 | 9 |
| frfrfszferse/Qwen3-32B-abliterated-GPTQ-4bit | GPTQ | 9 |
| HaseebAsif/Qwen3-32B-Abliterated | Transformers | 6 |
| bylukeio/Qwen3-32B-abliterated-exl3-8.0bpw | EXL3 | 5 |
| mlx-community/Qwen3-32B-abliterated-4bit | Transformers | 0 |
Security-team assessment
Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.
- Qwen3-32B-abliterated will attempt offensive-security prompts that a hosted commercial model declines, which is what makes it usable for red-team corpus generation and for measuring what an unaligned model of this class produces.
- Capability is inherited from Qwen/Qwen3-32B, not added by ablation — at 32B parameters, expect roughly the base model’s competence, minus some instruction-following fidelity.
- The publisher does not state which layers were ablated, so assume nothing about refusal consistency — probe it directly.
- Declared licence is apache-2.0, but the terms that bind you are Qwen/Qwen3-32B’s — a re-release cannot grant more than its parent.
- The source repository is gated, so downloading requires accepting the publisher’s terms.
Handling: run it isolated, put moderation in front of it if anyone outside your team can reach it, and verify the weights before loading — these are third-party artifacts. Full handling and licence guidance.
Metadata for Qwen3-32B-abliterated is collected from the public Hugging Face API and the publisher’s model card. This site does not host weights, is not affiliated with huihui-ai, and does not independently verify publisher claims. See responsible use.