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mradermacher/gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored-i1-GGUF

mradermacher Gemma 4B GGUF second-order 131K ctx
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Response includes
  • classification m3
  • files 27
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  • 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
8K
1K last 30d - stable
Likes
1
Model age
7mo ago
created 2026-02-18
Downloads over time
Now8.3K→from3.2K↑156%
3K4.9K6.8K8.8K3.2K on Feb 188.3K on Oct 11FebAprJunAugOct
Feb 18 → Oct 11 · 73 snapshots · spans 235 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 · 2K 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
45.0 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-06-11 21:07

Files by quantization

Q6_K 1 file 2.97 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q6_K.gguf 2.97 GB 14cdf46a download
Q5_K 2 files 5.21 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q5_K_M.gguf 2.64 GB 412272d7 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q5_K_S.gguf 2.57 GB 9f81cf33 download
Q4 2 files 4.60 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q4_1.gguf 2.39 GB baa898e5 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q4_0.gguf 2.21 GB 67bd0e98 download
Q4_K 2 files 4.53 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q4_K_M.gguf 2.32 GB bfdff58b download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q4_K_S.gguf 2.21 GB de7f6e5e download
IQ4 2 files 4.31 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ4_NL.gguf 2.20 GB 95834cab download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ4_XS.gguf 2.11 GB 54430532 download
Q3_K 3 files 5.84 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q3_K_L.gguf 2.08 GB 4bcbba40 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q3_K_M.gguf 1.95 GB 2ee35f3b download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q3_K_S.gguf 1.80 GB e2198305 download
IQ3 4 files 6.96 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ3_M.gguf 1.85 GB c21811e6 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ3_S.gguf 1.80 GB 14b0ccc4 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ3_XS.gguf 1.74 GB f848e6bb download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ3_XXS.gguf 1.57 GB 35be806e download
Q2_K 2 files 3.13 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q2_K.gguf 1.61 GB 3670df9e download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-Q2_K_S.gguf 1.52 GB bc02afec download
IQ2 4 files 5.31 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ2_M.gguf 1.43 GB 7a9d1d21 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ2_S.gguf 1.35 GB 4c0a33a8 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ2_XS.gguf 1.31 GB 9a678117 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ2_XXS.gguf 1.22 GB 3f7414f0 download
IQ1 2 files 2.17 GB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ1_M.gguf 1.12 GB dba1c095 download
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.i1-IQ1_S.gguf 1.06 GB ab483342 download
Auxiliary files 3 files 3.30 MB
gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored.imatrix.gguf 3.29 MB b3f043d9 download
README.md 7.85 KB 7fe29137 download
.gitattributes 3.91 KB 7015c972 download

README current version from Hugging Face


base_model: DavidAU/gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored
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-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored

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

static quants are available at https://huggingface.co/mradermacher/gemma-3-4b-it-vl-Heretic-SuperBrain7x-Uncensored-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 imatrix 0.1 imatrix file (for creating your own quants)
GGUF i1-IQ1_S 1.2 for the desperate
GGUF i1-IQ1_M 1.3 mostly desperate
GGUF i1-IQ2_XXS 1.4
GGUF i1-IQ2_XS 1.5
GGUF i1-IQ2_S 1.5
GGUF i1-IQ2_M 1.6
GGUF i1-Q2_K_S 1.7 very low quality
GGUF i1-IQ3_XXS 1.8 lower quality
GGUF i1-Q2_K 1.8 IQ3_XXS probably better
GGUF i1-IQ3_XS 2.0
GGUF i1-IQ3_S 2.0 beats Q3_K*
GGUF i1-Q3_K_S 2.0 IQ3_XS probably better
GGUF i1-IQ3_M 2.1
GGUF i1-Q3_K_M 2.2 IQ3_S probably better
GGUF i1-Q3_K_L 2.3 IQ3_M probably better
GGUF i1-IQ4_XS 2.4
GGUF i1-IQ4_NL 2.5 prefer IQ4_XS
GGUF i1-Q4_0 2.5 fast, low quality
GGUF i1-Q4_K_S 2.5 optimal size/speed/quality
GGUF i1-Q4_K_M 2.6 fast, recommended
GGUF i1-Q4_1 2.7
GGUF i1-Q5_K_S 2.9
GGUF i1-Q5_K_M 2.9
GGUF i1-Q6_K 3.3 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 3 versions

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

  1. 2026-06-11auto-patch README.md4298d787.9 KB
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  2. 2026-02-18auto-patch README.md22745e78 KB
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  3. 2026-02-18uploaded from nico1a6c60fb502 B
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