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mradermacher/gemma-4-E2B-it-ultra-uncensored-heretic-GGUF

mradermacher Gemma GGUF second-order 131K ctx
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Response includes
  • classification m3
  • files 16
  • hub_downloads_all_time 6,760
  • 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
873 last 30d - stable
Likes
4
Model age
5mo ago
created 2026-04-27
Downloads over time
Now7.1K→from0↑0%
02.6K5.2K7.8K0 on Apr 277.1K on Oct 11AprMayJunJulAugSepOct
Apr 27 → Oct 11 · 65 snapshots · spans 167 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 · 4K 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
F16 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf heretic uncensored decensored abliterated ara en base_model:llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic base_model:quantized:llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic license:apache-2.0 endpoints_compatible

Related

Total size
44.7 GB
Files
16
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-04-27 06:40

Files by quantization

F16 2 files 9.59 GB
gemma-4-E2B-it-ultra-uncensored-heretic.f16.gguf 8.67 GB f12a89e7 download
gemma-4-E2B-it-ultra-uncensored-heretic.mmproj-f16.gguf 940 MB 401e6a99 download
Q8_0 2 files 5.15 GB
gemma-4-E2B-it-ultra-uncensored-heretic.Q8_0.gguf 4.63 GB 22f65f11 download
gemma-4-E2B-it-ultra-uncensored-heretic.mmproj-Q8_0.gguf 532 MB 6cd7c356 download
Q6_K 1 file 3.58 GB
gemma-4-E2B-it-ultra-uncensored-heretic.Q6_K.gguf 3.58 GB 59568739 download
Q5_K 2 files 6.73 GB
gemma-4-E2B-it-ultra-uncensored-heretic.Q5_K_M.gguf 3.38 GB 03138617 download
gemma-4-E2B-it-ultra-uncensored-heretic.Q5_K_S.gguf 3.35 GB 6a3ecc54 download
Q4_K 2 files 6.33 GB
gemma-4-E2B-it-ultra-uncensored-heretic.Q4_K_M.gguf 3.19 GB dfcbd5af download
gemma-4-E2B-it-ultra-uncensored-heretic.Q4_K_S.gguf 3.13 GB cab5d68d download
IQ4 1 file 3.08 GB
gemma-4-E2B-it-ultra-uncensored-heretic.IQ4_XS.gguf 3.08 GB 553fe467 download
Q3_K 3 files 8.94 GB
gemma-4-E2B-it-ultra-uncensored-heretic.Q3_K_L.gguf 3.06 GB 2a109e46 download
gemma-4-E2B-it-ultra-uncensored-heretic.Q3_K_M.gguf 2.98 GB 2e958dbf download
gemma-4-E2B-it-ultra-uncensored-heretic.Q3_K_S.gguf 2.90 GB 94dfa978 download
Q2_K 1 file 2.78 GB
gemma-4-E2B-it-ultra-uncensored-heretic.Q2_K.gguf 2.78 GB 5b677834 download
Auxiliary files 2 files 7.28 KB
README.md 4.59 KB 70f16e26 download
.gitattributes 2.69 KB 0b8e388a download

README current version from Hugging Face


base_model: llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic
language:


About

static quants of https://huggingface.co/llmfan46/gemma-4-E2B-it-ultra-uncensored-heretic

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/gemma-4-E2B-it-ultra-uncensored-heretic-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 1.1 multi-modal supplement
GGUF Q2_K 3.1
GGUF Q3_K_S 3.2
GGUF Q3_K_M 3.3 lower quality
GGUF Q3_K_L 3.4
GGUF IQ4_XS 3.4
GGUF Q4_K_S 3.5 fast, recommended
GGUF Q4_K_M 3.5 fast, recommended
GGUF Q5_K_S 3.7
GGUF Q5_K_M 3.7
GGUF Q6_K 3.9 very good quality
GGUF Q8_0 5.1 fast, best quality
GGUF f16 9.4 16 bpw, overkill

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. 2026-04-27auto-patch README.md6f33e564.6 KB
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  2. 2026-04-27auto-patch README.md248215e4.7 KB
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  3. 2026-04-27auto-patch README.md6f243522.6 KB
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  4. 2026-04-27uploaded from nico11fb4aa6391 B
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