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mradermacher/gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking-i1-GGUF

mradermacher Gemma GGUF second-order 131K ctx
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Response includes
  • classification m3
  • files 18
  • hub_downloads_all_time 7,612
  • 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
2K last 30d - stable
Likes
1
Model age
4mo ago
created 2026-05-23
Downloads over time
Now7.9K→from0↑0%
02.9K5.8K8.7K0 on May 207.9K on Oct 11MayJunJulAugSepOct
May 20 → Oct 11 · 61 snapshots · spans 144 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

License
apache-2.0
Languages
en
Quantizations
IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf heretic uncensored aliterated finetune unsloth all use cases coder creative creative writing fiction writing

Related

Total size
46.8 GB
Files
18
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-05-23 13:59

Files by quantization

Q6_K 1 file 3.58 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q6_K.gguf 3.58 GB e540f950 download
Q5_K 2 files 6.73 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q5_K_M.gguf 3.38 GB 980ac21a download
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q5_K_S.gguf 3.35 GB f61fb298 download
Q4 2 files 6.37 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q4_1.gguf 3.24 GB 052544dc download
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q4_0.gguf 3.13 GB ed7f6274 download
Q4_K 2 files 6.33 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q4_K_M.gguf 3.19 GB 0f7af330 download
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q4_K_S.gguf 3.13 GB f017fbdc download
IQ4 2 files 6.21 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-IQ4_NL.gguf 3.13 GB 89b510a8 download
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-IQ4_XS.gguf 3.08 GB d954aac4 download
Q3_K 3 files 8.94 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q3_K_L.gguf 3.06 GB aa5e63e9 download
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q3_K_M.gguf 2.98 GB eab73e75 download
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q3_K_S.gguf 2.90 GB 54bd3e26 download
IQ3 2 files 5.82 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-IQ3_M.gguf 2.92 GB e96ce680 download
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-IQ3_S.gguf 2.90 GB 1e39a1ab download
Q2_K 1 file 2.78 GB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.i1-Q2_K.gguf 2.78 GB 2a33f3df download
Auxiliary files 3 files 2.70 MB
gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking.imatrix.gguf 2.69 MB f0af6083 download
README.md 7.24 KB 13678ad0 download
.gitattributes 3.47 KB e63efc88 download

README current version from Hugging Face


base_model: DavidAU/gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-HERETIC-UNCENSORED-Thinking
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • heretic
  • uncensored
  • aliterated
  • finetune
  • unsloth
  • finetune
  • all use cases
  • coder
  • 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
  • roleplaying
  • bfloat16
  • all use cases

About

weighted/imatrix quants of https://huggingface.co/DavidAU/gemma-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-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-4-E2B-it-The-DECKARD-Expresso-ONE-Universe-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-Q2_K 3.1 IQ3_XXS probably better
GGUF i1-Q3_K_S 3.2 IQ3_XS probably better
GGUF i1-IQ3_S 3.2 beats Q3_K*
GGUF i1-IQ3_M 3.2
GGUF i1-Q3_K_M 3.3 IQ3_S probably better
GGUF i1-Q3_K_L 3.4 IQ3_M probably better
GGUF i1-IQ4_XS 3.4
GGUF i1-IQ4_NL 3.5 prefer IQ4_XS
GGUF i1-Q4_0 3.5 fast, low quality
GGUF i1-Q4_K_S 3.5 optimal size/speed/quality
GGUF i1-Q4_K_M 3.5 fast, recommended
GGUF i1-Q4_1 3.6
GGUF i1-Q5_K_S 3.7
GGUF i1-Q5_K_M 3.7
GGUF i1-Q6_K 3.9 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. 2026-05-23auto-patch README.mda551fd27.2 KB
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  2. 2026-05-23auto-patch README.md1a1a91d3.3 KB
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  3. 2026-05-23uploaded from nico155be6d6530 B
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