← back to catalog · registered 2026-08-22 13:56

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

mradermacher 12B GGUF second-order 131K ctx
Your rig guess connected
? Why do I need an app?
Reading your rig…

This is a rough estimate. Install the free app - we'll show exact numbers.

Reading real hardware from your app right now. Numbers below are exact.

Below is the per-quantization compatibility for this model.

curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/mradermacher%2FHelix-SCE-12B-abliterated-heretic-i1-GGUF"
Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 4,580
  • author_summary 3324 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
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
5K
583 last 30d - stable
Likes
1
Model age
4mo ago
created 2026-06-05
Downloads over time
Now4.7K→from3.7K↑25%
3.7K4K4.4K4.8K3.7K on Jun 104.7K on Oct 114.7K on Oct 10JunJulAugSepOct
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 · 928 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 base_model:quantized:usermma/Helix-SCE-12B-abliterated-heretic endpoints_compatible region:us imatrix

Related

Total size
132 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-06-05 22:56

Files by quantization

Q6_K 1 file 9.37 GB
Helix-SCE-12B-abliterated-heretic.i1-Q6_K.gguf 9.37 GB f778dc89 download
Q5_K 2 files 16.1 GB
Helix-SCE-12B-abliterated-heretic.i1-Q5_K_M.gguf 8.13 GB 37d17028 download
Helix-SCE-12B-abliterated-heretic.i1-Q5_K_S.gguf 7.93 GB c08ed00c download
Q4 2 files 13.9 GB
Helix-SCE-12B-abliterated-heretic.i1-Q4_1.gguf 7.26 GB 1cb1aff1 download
Helix-SCE-12B-abliterated-heretic.i1-Q4_0.gguf 6.61 GB 3931d66c download
Q4_K 2 files 13.6 GB
Helix-SCE-12B-abliterated-heretic.i1-Q4_K_M.gguf 6.96 GB c6068d5f download
Helix-SCE-12B-abliterated-heretic.i1-Q4_K_S.gguf 6.63 GB bcabd738 download
IQ4 2 files 12.9 GB
Helix-SCE-12B-abliterated-heretic.i1-IQ4_NL.gguf 6.61 GB 4c655b23 download
Helix-SCE-12B-abliterated-heretic.i1-IQ4_XS.gguf 6.28 GB 3ab6b310 download
Q3_K 3 files 16.9 GB
Helix-SCE-12B-abliterated-heretic.i1-Q3_K_L.gguf 6.11 GB c7f5083c download
Helix-SCE-12B-abliterated-heretic.i1-Q3_K_M.gguf 5.67 GB caf1152f download
Helix-SCE-12B-abliterated-heretic.i1-Q3_K_S.gguf 5.15 GB 1c8f2e9f download
IQ3 4 files 20.1 GB
Helix-SCE-12B-abliterated-heretic.i1-IQ3_M.gguf 5.33 GB fd5ec4ac download
Helix-SCE-12B-abliterated-heretic.i1-IQ3_S.gguf 5.18 GB 52ce8358 download
Helix-SCE-12B-abliterated-heretic.i1-IQ3_XS.gguf 4.94 GB ad100a15 download
Helix-SCE-12B-abliterated-heretic.i1-IQ3_XXS.gguf 4.61 GB 8a401d83 download
Q2_K 2 files 8.65 GB
Helix-SCE-12B-abliterated-heretic.i1-Q2_K.gguf 4.46 GB e07a2edb download
Helix-SCE-12B-abliterated-heretic.i1-Q2_K_S.gguf 4.19 GB 918877bd download
IQ2 4 files 15.0 GB
Helix-SCE-12B-abliterated-heretic.i1-IQ2_M.gguf 4.13 GB 22e8aa7d download
Helix-SCE-12B-abliterated-heretic.i1-IQ2_S.gguf 3.85 GB 0613a5e9 download
Helix-SCE-12B-abliterated-heretic.i1-IQ2_XS.gguf 3.65 GB 5df2673e download
Helix-SCE-12B-abliterated-heretic.i1-IQ2_XXS.gguf 3.35 GB 10919059 download
IQ1 2 files 5.79 GB
Helix-SCE-12B-abliterated-heretic.i1-IQ1_M.gguf 3.00 GB db706748 download
Helix-SCE-12B-abliterated-heretic.i1-IQ1_S.gguf 2.79 GB 3bb9291a download
Auxiliary files 3 files 6.77 MB
Helix-SCE-12B-abliterated-heretic.imatrix.gguf 6.76 MB abc98fef download
README.md 6.74 KB 51f75492 download
.gitattributes 3.54 KB ad56b0fe download

README current version from Hugging Face


base_model: usermma/Helix-SCE-12B-abliterated-heretic
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

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-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 4 versions

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

  1. 2026-06-05auto-patch README.mdef86edd6.7 KB
    Loading...
  2. 2026-06-05auto-patch README.md6807b986.2 KB
    Loading...
  3. 2026-06-05auto-patch README.md7df80ff3.2 KB
    Loading...
  4. 2026-06-05uploaded from marcod9e40dc487 B
    Loading...
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Open in Abliteration