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mradermacher/Helix-SCE-12B-abliterated-heretic-inverted-i1-GGUF

mradermacher 12B GGUF second-order 131K ctx
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Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 6,717
  • 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
1K last 30d - stable
Likes
0
Model age
4mo ago
created 2026-06-07
Downloads over time
Now7K→from4.8K↑45%
4.7K5.5K6.4K7.2K4.8K on Jun 107K on Oct 11JunJulAugSepOct
Jun 10 → Oct 11 · 57 snapshots · spans 123 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

Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf obliteratus abliteration uncensored obliterate en base_model:usermma/Helix-SCE-12B-abliterated-heretic-inverted base_model:quantized:usermma/Helix-SCE-12B-abliterated-heretic-inverted endpoints_compatible region:us imatrix

Related

Total size
132 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-06-07 23:00

Files by quantization

Q6_K 1 file 9.37 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q6_K.gguf 9.37 GB b68d47e7 download
Q5_K 2 files 16.1 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q5_K_M.gguf 8.13 GB bd0d8604 download
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q5_K_S.gguf 7.93 GB 4c2902f5 download
Q4 2 files 13.9 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q4_1.gguf 7.26 GB 00b70c51 download
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q4_0.gguf 6.61 GB d71296d2 download
Q4_K 2 files 13.6 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q4_K_M.gguf 6.96 GB 6335f322 download
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q4_K_S.gguf 6.63 GB af8f1ca9 download
IQ4 2 files 12.9 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ4_NL.gguf 6.61 GB 9df0b92c download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ4_XS.gguf 6.28 GB d77bcef4 download
Q3_K 3 files 16.9 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q3_K_L.gguf 6.11 GB 550b2a1a download
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q3_K_M.gguf 5.67 GB 43d8e5cb download
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q3_K_S.gguf 5.15 GB 613c1f0a download
IQ3 4 files 20.1 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ3_M.gguf 5.33 GB 290e0e5a download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ3_S.gguf 5.18 GB bfee6acd download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ3_XS.gguf 4.94 GB 89207788 download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ3_XXS.gguf 4.61 GB 58c01ffe download
Q2_K 2 files 8.65 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q2_K.gguf 4.46 GB a0aa5adf download
Helix-SCE-12B-abliterated-heretic-inverted.i1-Q2_K_S.gguf 4.19 GB f356acb0 download
IQ2 4 files 15.0 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ2_M.gguf 4.13 GB eb11a445 download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ2_S.gguf 3.85 GB 01c6e43e download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ2_XS.gguf 3.65 GB 476b8807 download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ2_XXS.gguf 3.35 GB 7feffad4 download
IQ1 2 files 5.79 GB
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ1_M.gguf 3.00 GB 4082f6b1 download
Helix-SCE-12B-abliterated-heretic-inverted.i1-IQ1_S.gguf 2.79 GB fa4609bc download
Auxiliary files 3 files 6.77 MB
Helix-SCE-12B-abliterated-heretic-inverted.imatrix.gguf 6.76 MB c942abd2 download
README.md 7.22 KB e227f283 download
.gitattributes 3.76 KB 071d555f download

README current version from Hugging Face


base_model: usermma/Helix-SCE-12B-abliterated-heretic-inverted
language: en
library_name: transformers
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:

  • obliteratus
  • abliteration
  • uncensored
  • obliterate

About

weighted/imatrix quants of https://huggingface.co/usermma/Helix-SCE-12B-abliterated-heretic-inverted

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

static quants are available at https://huggingface.co/mradermacher/Helix-SCE-12B-abliterated-heretic-inverted-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 3.1 for the desperate
GGUF i1-IQ1_M 3.3 mostly desperate
GGUF i1-IQ2_XXS 3.7
GGUF i1-IQ2_XS 4.0
GGUF i1-IQ2_S 4.2
GGUF i1-IQ2_M 4.5
GGUF i1-Q2_K_S 4.6 very low quality
GGUF i1-Q2_K 4.9 IQ3_XXS probably better
GGUF i1-IQ3_XXS 5.0 lower quality
GGUF i1-IQ3_XS 5.4
GGUF i1-Q3_K_S 5.6 IQ3_XS probably better
GGUF i1-IQ3_S 5.7 beats Q3_K*
GGUF i1-IQ3_M 5.8
GGUF i1-Q3_K_M 6.2 IQ3_S probably better
GGUF i1-Q3_K_L 6.7 IQ3_M probably better
GGUF i1-IQ4_XS 6.8
GGUF i1-Q4_0 7.2 fast, low quality
GGUF i1-IQ4_NL 7.2 prefer IQ4_XS
GGUF i1-Q4_K_S 7.2 optimal size/speed/quality
GGUF i1-Q4_K_M 7.6 fast, recommended
GGUF i1-Q4_1 7.9
GGUF i1-Q5_K_S 8.6
GGUF i1-Q5_K_M 8.8
GGUF i1-Q6_K 10.2 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. 2026-06-07auto-patch README.mdbbdb90e7.2 KB
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  2. 2026-06-07auto-patch README.md693f7807 KB
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  3. 2026-06-07auto-patch README.md335321d5.6 KB
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  4. 2026-06-07auto-patch README.md3cedc572.5 KB
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  5. 2026-06-07uploaded from rich1a544fa8496 B
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