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mradermacher/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-i1-GGUF

mradermacher Gemma 12B GGUF second-order 131K ctx
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  • classification m3
  • files 27
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  • author_summary 3324 models
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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
44K
2K last 30d - cooling
Likes
20
Model age
8mo ago
created 2026-02-02

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
Now44.2K→from9.5K↑367%
5.3K19.5K33.7K47.9K9.5K on Feb 444.2K on Oct 11FebAprJunAugOct
Feb 4 → Oct 11 · 79 snapshots · spans 249 days

Genealogy 0 direct forks

Full fork graph →

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Variants by this author 2 formats · 3K 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
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf uncensored heretic abliterated unsloth finetune All use cases bfloat16 creative creative writing fiction writing

Related

Total size
129 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-07-26 05:02

Files by quantization

Q6_K 1 file 9.00 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q6_K.gguf 9.00 GB e2990ab6 download
Q5_K 2 files 15.5 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q5_K_M.gguf 7.87 GB 7a832e15 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q5_K_S.gguf 7.67 GB 1f0d0a11 download
Q4 2 files 13.5 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q4_1.gguf 7.04 GB 0051f75a download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q4_0.gguf 6.43 GB cc343ea8 download
Q4_K 2 files 13.3 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q4_K_M.gguf 6.80 GB a507c9c2 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q4_K_S.gguf 6.46 GB 7a5c7a20 download
IQ4 2 files 12.5 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ4_NL.gguf 6.41 GB 86f0d515 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ4_XS.gguf 6.10 GB 4a26ffb7 download
Q3_K 3 files 16.7 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q3_K_L.gguf 6.04 GB 6cf98bc0 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q3_K_M.gguf 5.60 GB 7c70115b download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q3_K_S.gguf 5.08 GB adc528a8 download
IQ3 4 files 19.7 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ3_M.gguf 5.27 GB 1136f3a4 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ3_S.gguf 5.08 GB e2819df2 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ3_XS.gguf 4.85 GB 7ec073cc download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ3_XXS.gguf 4.46 GB a9a9db3a download
Q2_K 2 files 8.58 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q2_K.gguf 4.44 GB 6bbfb20c download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-Q2_K_S.gguf 4.14 GB 86a5419e download
IQ2 4 files 14.6 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ2_M.gguf 4.01 GB a56d8422 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ2_S.gguf 3.74 GB 4a691442 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ2_XS.gguf 3.58 GB 79847ffa download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ2_XXS.gguf 3.28 GB a9052168 download
IQ1 2 files 5.69 GB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ1_M.gguf 2.95 GB 657cbe38 download
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.i1-IQ1_S.gguf 2.74 GB 0d3d47dd download
Auxiliary files 3 files 7.14 MB
gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking.imatrix.gguf 7.13 MB 5bd235fe download
README.md 8.65 KB 3bd595a6 download
.gitattributes 4.18 KB 9eef3223 download

README current version from Hugging Face


base_model: DavidAU/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking
datasets:

  • TeichAI/glm-4.7-2000x
    language:
  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • uncensored
  • heretic
  • abliterated
  • unsloth
  • finetune
  • All use cases
  • bfloat16
  • 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

About

weighted/imatrix quants of https://huggingface.co/DavidAU/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking

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

static quants are available at https://huggingface.co/mradermacher/gemma-3-12b-it-vl-GLM-4.7-Flash-Heretic-Uncensored-Thinking-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-IQ1_S 3.0 for the desperate
GGUF i1-IQ1_M 3.3 mostly desperate
GGUF i1-IQ2_XXS 3.6
GGUF i1-IQ2_XS 3.9
GGUF i1-IQ2_S 4.1
GGUF i1-IQ2_M 4.4
GGUF i1-Q2_K_S 4.5 very low quality
GGUF i1-Q2_K 4.9 IQ3_XXS probably better
GGUF i1-IQ3_XXS 4.9 lower quality
GGUF i1-IQ3_XS 5.3
GGUF i1-IQ3_S 5.6 beats Q3_K*
GGUF i1-Q3_K_S 5.6 IQ3_XS probably better
GGUF i1-IQ3_M 5.8
GGUF i1-Q3_K_M 6.1 IQ3_S probably better
GGUF i1-Q3_K_L 6.6 IQ3_M probably better
GGUF i1-IQ4_XS 6.7
GGUF i1-IQ4_NL 7.0 prefer IQ4_XS
GGUF i1-Q4_0 7.0 fast, low quality
GGUF i1-Q4_K_S 7.0 optimal size/speed/quality
GGUF i1-Q4_K_M 7.4 fast, recommended
GGUF i1-Q4_1 7.7
GGUF i1-Q5_K_S 8.3
GGUF i1-Q5_K_M 8.5
GGUF i1-Q6_K 9.8 practically like static Q6_K

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.

README history 6 versions

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

  1. 2026-07-26auto-patch README.md6d8161a8.6 KB
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  2. 2026-06-26auto-patch README.mdf714a148.5 KB
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  3. 2026-02-02auto-patch README.mdae29bc08.6 KB
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  4. 2026-02-02auto-patch README.mdd5433a08.3 KB
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  5. 2026-02-02auto-patch README.md39aabf35.4 KB
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  6. 2026-02-02uploaded from nico13197b31513 B
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