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mradermacher/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking-GGUF

mradermacher Qwen 40B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 15
  • hub_downloads_all_time 14,347
  • 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
14K
2K last 30d - stable
Likes
6
Model age
6mo ago
created 2026-03-18

Training datasets

Corpora the author lists in the model card. Datasets tracked in our /datasets catalog carry a category badge linking to the workflow stage. Others open on Hugging Face.

Downloads over time
Now15.1K→from1.7K↑808%
9906.1K11.3K16.4K1.7K on Mar 1815.1K on Oct 12MarAprMayJunJulAugSepOct
Mar 18 → Oct 12 · 71 snapshots · spans 208 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 · 4K 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 zh
Quantizations
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf unsloth fine tune heretic uncensored abliterated multi-stage tuned. all use cases coder creative creative writing

Related

Total size
251 GB
Files
15
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-10-07 19:34

Files by quantization

Q8_0 2 files 39.3 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q8_0.gguf 38.7 GB ad9b2588 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.mmproj-Q8_0.gguf 600 MB d7c279e6 download
Q6_K 1 file 29.9 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q6_K.gguf 29.9 GB 6c38b6a0 download
Q5_K 2 files 51.2 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q5_K_M.gguf 26.0 GB 9d4e5cc2 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q5_K_S.gguf 25.2 GB fc236b54 download
Q4_K 2 files 43.2 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q4_K_M.gguf 22.3 GB 125b211c download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q4_K_S.gguf 20.9 GB 3471e8fe download
IQ4 1 file 20.4 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.IQ4_XS.gguf 20.4 GB 1dce11bf download
Q3_K 3 files 53.2 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q3_K_L.gguf 19.3 GB e6ed2207 download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q3_K_M.gguf 17.8 GB 348c94be download
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q3_K_S.gguf 16.1 GB 4a5b3ff6 download
Q2_K 1 file 14.3 GB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.Q2_K.gguf 14.3 GB 05276682 download
F16 1 file 885 MB
Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking.mmproj-f16.gguf 885 MB fe356da0 download
Auxiliary files 2 files 9.13 KB
README.md 6.00 KB 8bc2a2a8 download
.gitattributes 3.12 KB 8ffe623f download

README current version from Hugging Face


base_model: DavidAU/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking
datasets:

  • DavidAU/claude-4.5-opus-4datasets-polaris
  • DavidAU/PkDick-Deckard-Datasets
    language:
  • en
  • zh
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • unsloth
  • fine tune
  • heretic
  • uncensored
  • abliterated
  • multi-stage tuned.
  • all use cases
  • coder
  • 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
  • roleplaying
  • bfloat16
  • all use cases

About

static quants of https://huggingface.co/DavidAU/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking-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 mmproj-Q8_0 0.7 multi-modal supplement
GGUF mmproj-f16 1.0 multi-modal supplement
GGUF Q2_K 15.4
GGUF Q3_K_S 17.4
GGUF Q3_K_M 19.2 lower quality
GGUF Q3_K_L 20.8
GGUF IQ4_XS 22.0
GGUF Q4_K_S 22.6 fast, recommended
GGUF Q4_K_M 24.0 fast, recommended
GGUF Q5_K_S 27.2
GGUF Q5_K_M 28.0
GGUF Q6_K 32.2 very good quality
GGUF Q8_0 41.6 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 5 versions

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

  1. 2026-10-07auto-patch README.mdbdc80ea6.2 KB
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  2. 2026-03-18auto-patch README.mddd985f26 KB
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  3. 2026-03-18auto-patch README.md4df3d706.1 KB
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  4. 2026-03-18auto-patch README.mdd220f785.8 KB
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  5. 2026-03-18uploaded from nico1a6c43ea431 B
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