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mradermacher/Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored-GGUF

mradermacher Qwen 27B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 15
  • hub_downloads_all_time 6,704
  • 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
7K
512 last 30d - cooling
Likes
1
Model age
7mo ago
created 2026-03-05

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
Now6.8K→from1.3K↑445%
9753.1K5.3K7.4K1.3K on Mar 46.8K on Oct 11MarAprMayJunJulAugSepOct
Mar 4 → Oct 11 · 71 snapshots · spans 221 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 zh
Quantizations
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf unsloth heretic uncensored abliterated fine tune creative creative writing fiction writing plot generation sub-plot generation

Related

Total size
172 GB
Files
15
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-03-05 08:12

Files by quantization

Q8_0 2 files 27.2 GB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q8_0.gguf 26.6 GB 07854afe download
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.mmproj-Q8_0.gguf 600 MB 408a9409 download
Q6_K 1 file 20.6 GB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q6_K.gguf 20.6 GB b6124eba download
Q5_K 2 files 35.5 GB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q5_K_M.gguf 18.1 GB dd48b94d download
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q5_K_S.gguf 17.4 GB 031e3fc4 download
Q4_K 2 files 29.9 GB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q4_K_M.gguf 15.4 GB 58c1852a download
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q4_K_S.gguf 14.5 GB 81b25ba7 download
IQ4 1 file 13.8 GB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.IQ4_XS.gguf 13.8 GB 529456d4 download
Q3_K 3 files 36.7 GB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q3_K_L.gguf 13.1 GB 1b7d8646 download
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q3_K_M.gguf 12.4 GB 440ec937 download
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q3_K_S.gguf 11.2 GB dca182cc download
Q2_K 1 file 9.43 GB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.Q2_K.gguf 9.43 GB 155a1133 download
F16 1 file 885 MB
Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored.mmproj-f16.gguf 885 MB 2b4565aa download
Auxiliary files 2 files 8.28 KB
README.md 5.39 KB ffdffcf3 download
.gitattributes 2.90 KB fb75537a download

README current version from Hugging Face


base_model: DavidAU/Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored
datasets:

  • TeichAI/polaris-alpha-1000x
    language:
  • en
  • zh
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • unsloth
  • heretic
  • uncensored
  • abliterated
  • fine tune
  • 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/Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-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/Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-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 mmproj-Q8_0 0.7 multi-modal supplement
GGUF mmproj-f16 1.0 multi-modal supplement
GGUF Q2_K 10.2
GGUF Q3_K_S 12.2
GGUF Q3_K_M 13.4 lower quality
GGUF Q3_K_L 14.1
GGUF IQ4_XS 14.9
GGUF Q4_K_S 15.7 fast, recommended
GGUF Q4_K_M 16.6 fast, recommended
GGUF Q5_K_S 18.8
GGUF Q5_K_M 19.5
GGUF Q6_K 22.2 very good quality
GGUF Q8_0 28.7 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. 2026-03-05auto-patch README.md98c7a105.4 KB
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  2. 2026-03-05auto-patch README.md9e821335.2 KB
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  3. 2026-03-05auto-patch README.mdc1c8afc4.1 KB
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  4. 2026-03-05uploaded from nico16af5c32413 B
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