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mradermacher/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic-i1-GGUF

mradermacher Mistral 24B GGUF second-order 131K ctx
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Response includes
  • classification m3
  • files 26
  • benchmarks 11 entries
  • hub_downloads_all_time 20,076
  • 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
20K
2K last 30d - stable
Likes
3
Model age
6mo ago
created 2026-03-21
Downloads over time
Now21.2K→from2.1K↑915%
1.1K8.5K15.8K23.1K2.1K on Mar 2521.2K on Oct 11MarAprMayJunJulAugSepOct
Mar 25 → Oct 11 · 69 snapshots · spans 200 days

Benchmarks

Benchmark Score Source
Entertainment 0.6 UGI
Hazardous 0.6 UGI
Natural Intelligence 5.09 UGI
Political lean NA UGI
Sensitive-Info 4.06 UGI
SocPol 0 UGI
UGI 4.38 UGI
Willingness (10) 0.5 UGI
W10-Adherence 0 UGI
W10-Direct 1 UGI
Writing NA UGI

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 fr de es pt it ja ko ru zh ar fa id ms ne pl ro sr sv tr uk vi hi bn
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf heretic uncensored decensored abliterated ara en fr de es pt

Related

Total size
236 GB
Files
26
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-03-21 14:51

Files by quantization

Q6_K 1 file 18.0 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q6_K.gguf 18.0 GB ab74c809 download
Q5_K 2 files 30.8 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q5_K_M.gguf 15.6 GB b0fe2108 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q5_K_S.gguf 15.2 GB 2aa05b01 download
Q4 2 files 26.4 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q4_1.gguf 13.9 GB c802b609 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q4_0.gguf 12.6 GB 9f136706 download
Q4_K 2 files 26.0 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q4_K_M.gguf 13.3 GB 1515af6c download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q4_K_S.gguf 12.6 GB 823055e4 download
IQ4 1 file 11.9 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ4_XS.gguf 11.9 GB 104b2641 download
Q3_K 3 files 31.9 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q3_K_L.gguf 11.5 GB 39753365 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q3_K_M.gguf 10.7 GB 9db21f87 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q3_K_S.gguf 9.69 GB 56ae6475 download
IQ3 4 files 37.5 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ3_M.gguf 9.92 GB 8c5f9db0 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ3_S.gguf 9.71 GB fb10e81f download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ3_XS.gguf 9.23 GB 21a83aeb download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ3_XXS.gguf 8.64 GB 004acaf4 download
Q2_K 2 files 16.0 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q2_K.gguf 8.28 GB 63269954 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-Q2_K_S.gguf 7.75 GB f0aac4dd download
IQ2 4 files 27.3 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ2_M.gguf 7.56 GB f5edd544 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ2_S.gguf 6.96 GB 68585a53 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ2_XS.gguf 6.71 GB 547a7bff download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ2_XXS.gguf 6.10 GB 9997ce97 download
IQ1 2 files 10.3 GB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ1_M.gguf 5.36 GB 9a4655b3 download
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.i1-IQ1_S.gguf 4.91 GB 3d622b23 download
Auxiliary files 3 files 9.58 MB
Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic.imatrix.gguf 9.57 MB 761488e2 download
README.md 8.27 KB af6e9206 download
.gitattributes 4.09 KB ebd7126b download

README current version from Hugging Face


base_model: llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic
language:

  • en
  • fr
  • de
  • es
  • pt
  • it
  • ja
  • ko
  • ru
  • zh
  • ar
  • fa
  • id
  • ms
  • ne
  • pl
  • ro
  • sr
  • sv
  • tr
  • uk
  • vi
  • hi
  • bn
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • heretic
  • uncensored
  • decensored
  • abliterated
  • ara

About

weighted/imatrix quants of https://huggingface.co/llmfan46/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic

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

static quants are available at https://huggingface.co/mradermacher/Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic-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-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. 2026-03-21auto-patch README.md70666888.3 KB
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  2. 2026-03-21auto-patch README.mdf8167937.1 KB
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  3. 2026-03-21auto-patch README.md651b8903.4 KB
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  4. 2026-03-21uploaded from nico1ac71165515 B
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