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mradermacher/Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT-i1-GGUF

mradermacher Gemma 27B GGUF second-order 131K ctx
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Response includes
  • classification m3
  • files 26
  • hub_downloads_all_time 14,779
  • 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
15K
3K last 30d - stable
Likes
1
Model age
7mo ago
created 2026-02-28

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
Now15.3K→from5.3K↑190%
4.8K8.6K12.5K16.3K5.3K on Mar 415.3K 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 · 3K downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

Languages
en fr de es it pt ru zh ja
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf gemma3 tuned instruct intelligence fine tuning heretic uncensored abliterated finetune creative creative writing fiction writing

Related

Total size
275 GB
Files
26
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-07-22 03:24

Files by quantization

Q6_K 1 file 20.6 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q6_K.gguf 20.6 GB bdfda047 download
Q5_K 2 files 35.4 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q5_K_M.gguf 17.9 GB 94fdd805 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q5_K_S.gguf 17.5 GB 132f584f download
Q4 2 files 30.5 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q4_1.gguf 16.0 GB 6bbc9e73 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q4_0.gguf 14.5 GB 6ab6c7f4 download
Q4_K 2 files 30.0 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q4_K_M.gguf 15.4 GB 5ea7bbbd download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q4_K_S.gguf 14.6 GB a7b03ba9 download
IQ4 1 file 13.8 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ4_XS.gguf 13.8 GB f53c5317 download
Q3_K 3 files 37.4 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q3_K_L.gguf 13.5 GB 65a628be download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q3_K_M.gguf 12.5 GB 6c6a793c download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q3_K_S.gguf 11.3 GB 99a80932 download
IQ3 4 files 43.8 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ3_M.gguf 11.7 GB 900eb35c download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ3_S.gguf 11.3 GB 1bcdb7a9 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ3_XS.gguf 10.8 GB f70bab90 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ3_XXS.gguf 9.98 GB 9448e36f download
Q2_K 2 files 18.9 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q2_K.gguf 9.78 GB 46f12fc6 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-Q2_K_S.gguf 9.09 GB 65d50a8f download
IQ2 4 files 32.0 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ2_M.gguf 8.84 GB d0525d95 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ2_S.gguf 8.18 GB 5d9504a8 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ2_XS.gguf 7.86 GB b7d5adf8 download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ2_XXS.gguf 7.16 GB 9264466f download
IQ1 2 files 12.2 GB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ1_M.gguf 6.33 GB 16f7e7bd download
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.i1-IQ1_S.gguf 5.83 GB 8be31fb6 download
Auxiliary files 3 files 12.5 MB
Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT.imatrix.gguf 12.5 MB e2124e38 download
README.md 8.43 KB 4edb0d38 download
.gitattributes 4.02 KB c2a9f158 download

README current version from Hugging Face


base_model: DavidAU/Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT
datasets:

  • TeichAI/polaris-alpha-1000x
    language:
  • en
  • fr
  • de
  • es
  • it
  • pt
  • ru
  • zh
  • ja
    library_name: transformers
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • gemma3
  • tuned instruct
  • intelligence fine tuning
  • heretic
  • uncensored
  • abliterated
  • finetune
  • 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 prose
  • vivid writing
  • fiction
  • roleplaying
  • bfloat16
  • swearing
  • rp
  • unsloth
  • context 128k

About

weighted/imatrix quants of https://huggingface.co/DavidAU/Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT

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

static quants are available at https://huggingface.co/mradermacher/Gemma3-27B-it-vl-Polaris-HI16-Heretic-Uncensored-INSTRUCT-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 6.4 for the desperate
GGUF i1-IQ1_M 6.9 mostly desperate
GGUF i1-IQ2_XXS 7.8
GGUF i1-IQ2_XS 8.5
GGUF i1-IQ2_S 8.9
GGUF i1-IQ2_M 9.6
GGUF i1-Q2_K_S 9.9 very low quality
GGUF i1-Q2_K 10.6 IQ3_XXS probably better
GGUF i1-IQ3_XXS 10.8 lower quality
GGUF i1-IQ3_XS 11.7
GGUF i1-IQ3_S 12.3 beats Q3_K*
GGUF i1-Q3_K_S 12.3 IQ3_XS probably better
GGUF i1-IQ3_M 12.6
GGUF i1-Q3_K_M 13.5 IQ3_S probably better
GGUF i1-Q3_K_L 14.6 IQ3_M probably better
GGUF i1-IQ4_XS 14.9
GGUF i1-Q4_0 15.7 fast, low quality
GGUF i1-Q4_K_S 15.8 optimal size/speed/quality
GGUF i1-Q4_K_M 16.6 fast, recommended
GGUF i1-Q4_1 17.3
GGUF i1-Q5_K_S 18.9
GGUF i1-Q5_K_M 19.4
GGUF i1-Q6_K 22.3 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 5 versions

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

  1. 2026-07-22auto-patch README.md0f44ae88.4 KB
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  2. 2026-06-22auto-patch README.md39624f98.2 KB
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  3. 2026-02-28auto-patch README.md45599668.4 KB
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  4. 2026-02-28auto-patch README.md9c89e6a6.9 KB
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  5. 2026-02-28uploaded from nico1cceb41f511 B
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