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mradermacher/MistralAI-Magistral-Small-2507-Heretic-Uncensored-i1-GGUF

mradermacher Mistral GGUF second-order 41K ctx
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Response includes
  • classification m3
  • files 26
  • hub_downloads_all_time 16,990
  • 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
17K
1K last 30d - cooling
Likes
1
Model age
7mo ago
created 2026-02-18
Downloads over time
Now17.6K→from6.6K↑166%
6.1K10.3K14.5K18.7K6.6K on Feb 1817.6K on Oct 11FebAprJunAugOct
Feb 18 → Oct 11 · 74 snapshots · spans 235 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

License
apache-2.0
Languages
en
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf ablation research nlp 24b mistral heretic magistral roleplay en base_model:Silicone-Moss/MistralAI-Magistral-Small-2507-Heretic-Uncensored

Related

Total size
236 GB
Files
26
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-02-18 08:00

Files by quantization

Q6_K 1 file 18.0 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q6_K.gguf 18.0 GB 0d426677 download
Q5_K 2 files 30.8 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q5_K_M.gguf 15.6 GB 2c472727 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q5_K_S.gguf 15.2 GB 13e8a95a download
Q4 2 files 26.4 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q4_1.gguf 13.9 GB 41d0dbf6 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q4_0.gguf 12.6 GB b3c04b1a download
Q4_K 2 files 26.0 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q4_K_M.gguf 13.3 GB b13ad097 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q4_K_S.gguf 12.6 GB de6d2595 download
IQ4 1 file 11.9 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ4_XS.gguf 11.9 GB f0dc584f download
Q3_K 3 files 31.9 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q3_K_L.gguf 11.5 GB becfce72 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q3_K_M.gguf 10.7 GB ba5d92e4 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q3_K_S.gguf 9.69 GB 1aa977bd download
IQ3 4 files 37.5 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ3_M.gguf 9.92 GB e78fd3bf download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ3_S.gguf 9.71 GB 504fa01d download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ3_XS.gguf 9.23 GB fe41d609 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ3_XXS.gguf 8.64 GB fa939d1e download
Q2_K 2 files 16.0 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q2_K.gguf 8.28 GB 076ec52c download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-Q2_K_S.gguf 7.75 GB 61cba4bf download
IQ2 4 files 27.3 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ2_M.gguf 7.56 GB 6a802da9 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ2_S.gguf 6.96 GB 0a5b4bc0 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ2_XS.gguf 6.71 GB c62bff00 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ2_XXS.gguf 6.10 GB b9231ae7 download
IQ1 2 files 10.3 GB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ1_M.gguf 5.36 GB 921b1fc0 download
MistralAI-Magistral-Small-2507-Heretic-Uncensored.i1-IQ1_S.gguf 4.91 GB a7d8328f download
Auxiliary files 3 files 9.58 MB
MistralAI-Magistral-Small-2507-Heretic-Uncensored.imatrix.gguf 9.57 MB 86d2ad77 download
README.md 7.44 KB 337260fd download
.gitattributes 3.84 KB bd4c1e0a download

README current version from Hugging Face


base_model: Silicone-Moss/MistralAI-Magistral-Small-2507-Heretic-Uncensored
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • ablation
  • research
  • nlp
  • 24b
  • mistral
  • heretic
  • magistral
  • roleplay

About

weighted/imatrix quants of https://huggingface.co/Silicone-Moss/MistralAI-Magistral-Small-2507-Heretic-Uncensored

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

static quants are available at https://huggingface.co/mradermacher/MistralAI-Magistral-Small-2507-Heretic-Uncensored-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 5.4 for the desperate
GGUF i1-IQ1_M 5.9 mostly desperate
GGUF i1-IQ2_XXS 6.6
GGUF i1-IQ2_XS 7.3
GGUF i1-IQ2_S 7.6
GGUF i1-IQ2_M 8.2
GGUF i1-Q2_K_S 8.4 very low quality
GGUF i1-Q2_K 9.0 IQ3_XXS probably better
GGUF i1-IQ3_XXS 9.4 lower quality
GGUF i1-IQ3_XS 10.0
GGUF i1-Q3_K_S 10.5 IQ3_XS probably better
GGUF i1-IQ3_S 10.5 beats Q3_K*
GGUF i1-IQ3_M 10.8
GGUF i1-Q3_K_M 11.6 IQ3_S probably better
GGUF i1-Q3_K_L 12.5 IQ3_M probably better
GGUF i1-IQ4_XS 12.9
GGUF i1-Q4_0 13.6 fast, low quality
GGUF i1-Q4_K_S 13.6 optimal size/speed/quality
GGUF i1-Q4_K_M 14.4 fast, recommended
GGUF i1-Q4_1 15.0
GGUF i1-Q5_K_S 16.4
GGUF i1-Q5_K_M 16.9
GGUF i1-Q6_K 19.4 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. 2026-02-18auto-patch README.mdc92be717.4 KB
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  2. 2026-02-18auto-patch README.md5f3b4d45.3 KB
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  3. 2026-02-18auto-patch README.mdcb84ae32.6 KB
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  4. 2026-02-18uploaded from rich1ee08b69509 B
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