abliteratedmodels.org

Qwen3.5-35B-A3B-abliterated

Qwen3.5-35B-A3B-abliterated is a refusal-ablated variant of Qwen/Qwen3.5-35B-A3B, published on Hugging Face by 91chenxs. It is 35B total parameters (mixture-of-experts), 48GB VRAM class class and apache-2.0 licence. It is distributed across 58 repositories in Transformers, GGUF, MLX and GGUF (imatrix) formats, totalling 23.9K downloads.

Abliteration (directional ablation)35B MoEQwen25B – 50B23,939360

Specification

Model name
Qwen3.5-35B-A3B-abliterated
Publisher
91chenxs
Parameters
35B (mixture-of-experts)
Hardware class
25B – 50B — 48GB VRAM class
Licence
apache-2.0
Task
Image text to text
Context window
Not documented
Ablation scope
Not stated by the publisher
Formats available
Transformers, GGUF, MLX, GGUF (imatrix), FP8, NVFP4
First indexed
27 Feb 2026
Last updated
31 Aug 2026

Ablation technique

How Qwen3.5-35B-A3B-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.

From the publisher’s model card

This is an uncensored version of Qwen/Qwen3.5-35B-A3B created with abliteration (see remove-refusals-with-transformers to know more about it). This is a crude, proof-of-concept implementation to remove refusals from an LLM model without using TransformerLens.

Running it

Commands are templates — confirm the exact repository and quant file before use.

Ollama (publisher-documented)
ollama run huihui_ai/qwen3.5-abliterated:35b
llama.cpp / GGUF
hf download mradermacher/Huihui-Qwen3.5-35B-A3B-abliterated-GGUF --local-dir ./qwen3.5-35b-a3b-abliterated
llama-cli -m ./qwen3.5-35b-a3b-abliterated/<file>.gguf -p "..."
Transformers
from transformers import AutoModelForCausalLM, AutoTokenizer

repo = "91chenxs/Huihui-Qwen3.5-35B-A3B-abliterated"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(
    repo, torch_dtype="auto", device_map="auto"
)
vLLM
vllm serve 91chenxs/Huihui-Qwen3.5-35B-A3B-abliterated --trust-remote-code

Downloads and variants (57)

Every published repository of Qwen3.5-35B-A3B-abliterated, including quantised re-releases by other authors.

RepositoryFormatDownloads
mradermacher/Huihui-Qwen3.5-35B-A3B-abliterated-GGUFGGUF7.6K
91chenxs/Huihui-Qwen3.5-35B-A3B-abliteratedsourceTransformers4.9K
mradermacher/Huihui-Qwen3.5-35B-A3B-abliterated-i1-GGUFGGUF (imatrix)2.5K
mradermacher/Qwen3.5-35B-A3B-abliterated-i1-GGUFGGUF (imatrix)2.3K
HeYujie/Qwen3.5-35B-A3B-abliterated-GGUFGGUF1.2K
huihui-ai/Huihui-Qwen3.5-35B-A3B-abliteratedTransformers1.1K
Carlosian/Qwen3.5-35B-A3B-Abliterated-GGUFGGUF933
mradermacher/Qwen3.5-35B-A3B-abliterated-GGUFGGUF737
huihui-ai/Huihui-Qwen3.5-35B-A3B-abliterated-NVFP4NVFP4689
amarck/Qwen3.5-35B-A3B-abliterated-GGUFGGUF478
cesarsal1nas/Huihui-Qwen3.5-35B-A3B-abliterated-Q4_K_M-GGUFGGUF274
mlx-community/Huihui-Qwen3.5-35B-A3B-abliterated-6bitMLX207
mlx-community/Huihui-Qwen3.5-35B-A3B-abliterated-mxfp4MLX188
jiaojjjjje/Qwen3.5-35B-A3B-abliterated-GGUFGGUF149
cs2764/Huihui-Qwen3.5-35B-A3B-abliterated-Q6_K-GGUFGGUF147
AITRADER/Huihui-Qwen3.5-35B-A3B-abliterated-4bit-MLXMLX68
Carlosian/Qwen3.5-35B-A3B-AbliteratedTransformers65
oktayozturk/Huihui-Qwen3.5-35B-A3B-abliterated-Q4_K_M-GGUFGGUF64
tosavailable/Huihui-Qwen3.5-35B-A3B-abliterated-Q4_K_M-GGUFGGUF49
cs2764/Huihui-Qwen3.5-35B-A3B-abliterated-Q8_0-GGUFGGUF41
AITRADER/Huihui-Qwen3.5-35B-A3B-abliterated-fp16-MLXMLX36
MercuriusDream/Huihui-Qwen3.5-35B-A3B-abliterated-MLX-2bitMLX34
edp1096/Huihui-Qwen3.5-35B-A3B-abliterated-FP8FP827
JaQuan2k6/Huihui-Qwen3.5-35B-A3B-abliterated-8bit-mlxMLX26
ashish8033ash00/Huihui-Qwen3.5-35B-A3B-abliterated-GGUFGGUF16
oktayozturk/Huihui-Qwen3.5-35B-A3B-abliterated-Q8_0-GGUFGGUF15
AITRADER/Huihui-Qwen3.5-35B-A3B-abliterated-8bit-MLXMLX11
oktayozturk/Qwen3.5-35B-A3B-Abliterated-GGUFGGUF11
votal-ai/Qwen3.5-35B-A3B-abliteratedTransformers11
Lexusblack/Huihui-Qwen3.5-35B-A3B-abliteratedTransformers8
Plus 27 further repositories with fewer downloads, all counted in the totals above.

Security-team assessment

Derived from this model’s metadata and the publisher’s claims — not from benchmarks run by this site.

  • Qwen3.5-35B-A3B-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/Qwen3.5-35B-A3B, not added by ablation — at 35B 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/Qwen3.5-35B-A3B’s — a re-release cannot grant more than its parent.

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 Qwen3.5-35B-A3B-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 91chenxs, and does not independently verify publisher claims. See responsible use.