← back to catalog · registered 2026-08-22 13:56

zecanard/Qwen3.6-27B-uncensored-abliterix-MLX-6bit-int6-affine

zecanard Qwen 27B multimodal second-order
Your rig guess connected
? Why do I need an app?
Reading your rig…

This is a rough estimate. Install the free app - we'll show exact numbers.

Reading real hardware from your app right now. Numbers below are exact.

Below is the per-quantization compatibility for this model.

curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/zecanard%2FQwen3.6-27B-uncensored-abliterix-MLX-6bit-int6-affine"
Response includes
  • classification m1
  • files 14
  • hub_downloads_all_time 476
  • author_summary 95 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
Abliteration classifier · v1.0.0
M1
Primary method

Direct removal

No other method signals detected in this model.
Confidence
MEDIUM
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=0 (base model)
  • no specific method indicators - defaulting to M1 (most common)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
Downloads · lifetime
476
28 last 30d - cooling
Likes
1
Model age
4mo ago
created 2026-06-11
Downloads over time
Now485→from49↑890%
2719436152949 on Jun 10485 on Oct 11485 on Oct 10JunJulAugSepOct
Jun 10 → Oct 11 · 57 snapshots · spans 123 days

Genealogy 0 direct forks

Full fork graph →

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
Tags
mlx safetensors qwen3_5 decensored abliterated uncensored dense qwen3.6 hybrid-attention gated-deltanet vlm lora-search-merged-release

Related

Total size
22.8 GB
Files
14
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-06-12 08:07

Files by quantization

Auxiliary files 14 files 22.8 GB
model-00003-of-00005.safetensors 5.00 GB d8fb2259 download
model-00001-of-00005.safetensors 4.99 GB eb4ab927 download
model-00004-of-00005.safetensors 4.99 GB d4bd8df3 download
model-00002-of-00005.safetensors 4.97 GB 53a4c5cb download
model-00005-of-00005.safetensors 2.82 GB bab70157 download
tokenizer.json 19.1 MB 639e352c download
model.safetensors.index.json 213 KB ff4d0333 download
chat_template.jinja 7.97 KB 56865aba download
config.json 4.90 KB 3062454d download
README.md 1.54 KB 6eb23e02 download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.24 KB 9de16b5b download
processor_config.json 989 B 823b73aa download
generation_config.json 213 B 23a0a961 download

README current version from Hugging Face


license: apache-2.0
base_model: wangzhang/Qwen3.6-27B-abliterated
library_name: mlx
tags:

  • mlx
  • decensored
  • abliterated
  • uncensored
  • dense
  • qwen3.6
  • hybrid-attention
  • gated-deltanet
  • vlm
  • lora-search-merged-release
  • abliterix
  • deeprefusal-peel
  • iterative-abliteration
    language:
  • en
  • zh
    pipeline_tag: image-text-to-text

🦆 zecanard/Qwen3.6-27B-uncensored-abliterix-MLX-6bit-int6-affine

This model was converted to MLX from wangzhang/Qwen3.6-27B-abliterated using mlx-vlm version 0.6.3.
Please refer to the original model card for more details.

🌟 Quality

Quantized vision language model with an effective 7.152 bits per weight.

mlx_vlm.convert --quantize --q-group-size 32 --q-bits 6 --q-mode affine

🛠️ Customizations

This quant is aware of the current date, and also enables thinking (if available). You may disable this behavior by deleting the following line from the chat template, or changing true to false:

{%- set enable_thinking = true %}

A fix is also included for a thinking-related performance issue in Qwen 3.6.

🖥️ Use with mlx

pip install -U mlx-vlm
mlx_vlm.generate --model zecanard/Qwen3.6-27B-uncensored-abliterix-MLX-6bit-int6-affine --max-tokens 100 --temperature 0 --prompt "Describe this image." --image <path_to_image>

README history 1 version

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

  1. 2026-06-11Add files using upload-large-folder tool0baac611.5 KB
    Loading...
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Open in Abliteration