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mradermacher/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-GGUF

mradermacher Qwen 48B GGUF MoE second-order 262K ctx
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Response includes
  • classification m3
  • files 13
  • hub_downloads_all_time 1,330
  • author_summary 3324 models
  • readme_text full
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · lifetime
1K
378 last 30d - stable
Likes
0
Model age
6mo ago
created 2026-03-24
Downloads over time
Now1.5K→from532↑174%
4868401.2K1.5K532 on Mar 251.5K on Oct 11MarAprMayJunJulAugSepOct
Mar 25 → Oct 11 · 68 snapshots · spans 200 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.

Variants by this author 2 formats · 1K downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

License
apache-2.0
Languages
en
Quantizations
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf 256k context Qwen3 Mixture of Experts MOE MOE Dense thinking reasoning GPT-5.1-High-Reasoning-Distill Gemini-3-Pro-Preview-High-Reasoning-Distill Claude-4.5-Opus-High-Reasoning-Distill

Related

Total size
213 GB
Files
13
Quantizations
8
Registered
2026-08-22 13:56
Last updated on HF
2026-03-24 14:59

Files by quantization

Q8_0 1 file 33.3 GB
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q8_0.gguf 33.3 GB 62a64bf7 download
Q6_K 1 file 25.7 GB
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q6_K.gguf 25.7 GB d447b9e6 download
Q5_K 2 files 43.8 GB
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q5_K_M.gguf 22.2 GB 477d0822 download
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q5_K_S.gguf 21.6 GB cc0bb1b5 download
Q4_K 2 files 36.9 GB
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q4_K_M.gguf 19.0 GB 5b69213a download
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q4_K_S.gguf 17.9 GB 6776d367 download
IQ4 1 file 16.9 GB
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.IQ4_XS.gguf 16.9 GB a9afcdc7 download
Q3_K 3 files 45.0 GB
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q3_K_L.gguf 16.3 GB 9dfea1ab download
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q3_K_M.gguf 15.1 GB 3d39c40f download
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q3_K_S.gguf 13.6 GB 07c7e878 download
Q2_K 1 file 11.5 GB
Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored.Q2_K.gguf 11.5 GB fafbde1f download
Auxiliary files 2 files 8.36 KB
README.md 5.58 KB 0c6ecde5 download
.gitattributes 2.79 KB 53009872 download

README current version from Hugging Face


base_model: DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • 256k context
  • Qwen3
  • Mixture of Experts
  • MOE
  • MOE Dense
  • thinking
  • reasoning
  • GPT-5.1-High-Reasoning-Distill
  • Gemini-3-Pro-Preview-High-Reasoning-Distill
  • Claude-4.5-Opus-High-Reasoning-Distill
  • Claude-Sonnet-4-Reasoning-Distill
  • Kimi-K2-Thinking-Distill
  • Gemini-2.5-Flash-Distill
  • Gemini-2.5-Flash-Lite-Preview-Distill
  • gpt-oss-120b-Distill
  • GLM-Flash-4.6-Distill
  • Open-R1-Distill
  • Command-A-Reasoning-Distill
  • 2 experts
  • 4Bx12
  • All use cases
  • bfloat16
  • heretic
  • uncensored
  • decensored
  • abliterated
  • merge
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • fiction writing
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • not-for-all-audiences

About

static quants of https://huggingface.co/DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored

For a convenient overview and download list, visit our model page for this model.

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-i1-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's
READMEs
for
more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Link Type Size/GB Notes
GGUF Q2_K 12.5
GGUF Q3_K_S 14.7
GGUF Q3_K_M 16.3 lower quality
GGUF Q3_K_L 17.6
GGUF IQ4_XS 18.3
GGUF Q4_K_S 19.3 fast, recommended
GGUF Q4_K_M 20.5 fast, recommended
GGUF Q5_K_S 23.3
GGUF Q5_K_M 24.0
GGUF Q6_K 27.7 very good quality
GGUF Q8_0 35.8 fast, best quality

Here is a handy graph by ikawrakow comparing some lower-quality quant
types (lower is better):

image.png

And here are Artefact2's thoughts on the matter:
https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to
questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting
me use its servers and providing upgrades to my workstation to enable
this work in my free time.

README history 4 versions

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

  1. 2026-03-24auto-patch README.md65a81a15.6 KB
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  2. 2026-03-24auto-patch README.md0d4b6665.1 KB
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  3. 2026-03-24auto-patch README.md46e1bcf4.2 KB
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  4. 2026-03-24uploaded from rich1b0c3efb424 B
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