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mradermacher/Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic-i1-GGUF

mradermacher 27B GGUF second-order
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  • classification m3
  • files 19
  • author_summary 3477 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 · 30-day
0
Likes
0
Model age
today
created 2026-11-05

Genealogy 0 direct forks

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Variants by this author 2 formats · 0 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
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K
Tags
transformers gguf qwen3.8 qwen3_8 merge coding code-generation reasoning efficient-thinking agentic tool-use instruction-following

Related

Total size
193 GB
Files
19
Quantizations
10
Registered
2026-11-05 14:02
Last updated on HF
2026-11-05 14:01

Files by quantization

Q6_K 1 file 20.6 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q6_K.gguf 20.6 GB 7d4da16f download
Q5_K 1 file 17.4 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q5_K_S.gguf 17.4 GB f329293f download
Q4_K 2 files 29.9 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q4_K_M.gguf 15.4 GB e9173716 download
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q4_K_S.gguf 14.5 GB f8b5a79d download
IQ4 1 file 14.0 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-IQ4_XS.gguf 14.0 GB 976cb72f download
Q3_K 3 files 37.0 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q3_K_L.gguf 13.4 GB a9a21f9b download
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q3_K_M.gguf 12.4 GB e4d3352d download
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q3_K_S.gguf 11.2 GB 350b4b0e download
IQ3 2 files 22.1 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-IQ3_M.gguf 11.7 GB f4fa8f65 download
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-IQ3_XXS.gguf 10.4 GB 892ce3d9 download
Q2_K 2 files 19.5 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q2_K.gguf 9.98 GB 221fbd47 download
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-Q2_K_S.gguf 9.54 GB f931c06a download
IQ2 3 files 25.6 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-IQ2_M.gguf 9.32 GB 2aa089f7 download
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-IQ2_XS.gguf 8.47 GB b4975f7b download
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-IQ2_XXS.gguf 7.85 GB 6d225a6f download
IQ1 1 file 7.11 GB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.i1-IQ1_M.gguf 7.11 GB 37f9963d download
Auxiliary files 3 files 26.0 MB
Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic.imatrix.gguf 26.0 MB ffe647bd download
README.md 4.42 KB a6110803 download
.gitattributes 3.14 KB 09f4c4d0 download

README current version from Hugging Face


base_model: xtools-at/Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic
language:

  • en
  • zh
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • qwen3.8
  • qwen3_8
  • merge
  • coding
  • code-generation
  • reasoning
  • efficient-thinking
  • agentic
  • tool-use
  • instruction-following
  • distillation
  • transformers
  • safetensors
  • heretic
  • uncensored
  • decensored
  • abliterated
  • reproducible

About

weighted/imatrix quants of https://huggingface.co/xtools-at/Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic

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

static quants are available at https://huggingface.co/mradermacher/Qwen3.8-27B-CodeForge-3xMerge-UNCENSORED-heretic-GGUF

This is a vision model - mmproj files (if any) will be in the static repository.

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 imatrix 0.1 imatrix file (for creating your own quants)
GGUF i1-IQ2_M 10.1
GGUF i1-Q2_K 10.8 IQ3_XXS probably better
GGUF i1-IQ3_XXS 11.3 lower quality
GGUF i1-IQ3_M 12.7
GGUF i1-Q3_K_M 13.4 IQ3_S probably better
GGUF i1-Q4_K_S 15.7 optimal size/speed/quality
GGUF i1-Q4_K_M 16.6 fast, recommended

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. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.

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