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mradermacher/Magistral-Small-2509-ultra-uncensored-heretic-v1-GGUF

mradermacher GGUF second-order 131K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m3
  • files 15
  • benchmarks 11 entries
  • hub_downloads_all_time 1,418
  • 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
1K
585 last 30d - stable
Likes
0
Model age
6mo ago
created 2026-03-21
Downloads over time
Now1.5K→from0↑0%
05621.1K1.7K0 on Mar 181.5K on Oct 111.5K on Oct 10MarAprMayJunJulAugSepOct
Mar 18 → Oct 11 · 69 snapshots · spans 207 days

Benchmarks

Benchmark Score Source
Entertainment 1.5 UGI
Hazardous 2.9 UGI
Natural Intelligence 23.78 UGI
Political lean -19.5% UGI
Sensitive-Info 22.83 UGI
SocPol 2.7 UGI
UGI 43.55 UGI
Willingness (10) 8.5 UGI
W10-Adherence 9 UGI
W10-Direct 8 UGI
Writing 31.64 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 · 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 fr de es pt it ja ko ru zh ar fa id ms ne pl ro sr sv tr uk vi hi bn
Quantizations
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf vllm mistral-common heretic uncensored decensored abliterated ara en fr de

Related

Total size
150 GB
Files
15
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-10-11 00:02

Files by quantization

Q8_0 2 files 23.8 GB
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q8_0.gguf 23.3 GB 80ffc75f download
Magistral-Small-2509-ultra-uncensored-heretic-v1.mmproj-Q8_0.gguf 458 MB f8d91306 download
Q6_K 1 file 18.0 GB
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q6_K.gguf 18.0 GB 9b0de026 download
Q5_K 2 files 30.8 GB
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q5_K_M.gguf 15.6 GB 27a370c9 download
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q5_K_S.gguf 15.2 GB 07d08479 download
Q4_K 2 files 26.0 GB
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q4_K_M.gguf 13.3 GB da34295a download
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q4_K_S.gguf 12.6 GB 8e258582 download
IQ4 1 file 12.0 GB
Magistral-Small-2509-ultra-uncensored-heretic-v1.IQ4_XS.gguf 12.0 GB 677aa022 download
Q3_K 3 files 31.9 GB
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q3_K_L.gguf 11.5 GB 69d45431 download
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q3_K_M.gguf 10.7 GB 74e73de8 download
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q3_K_S.gguf 9.69 GB 509ef932 download
Q2_K 1 file 8.28 GB
Magistral-Small-2509-ultra-uncensored-heretic-v1.Q2_K.gguf 8.28 GB 645b8dfb download
F16 1 file 837 MB
Magistral-Small-2509-ultra-uncensored-heretic-v1.mmproj-f16.gguf 837 MB bf32beb2 download
Auxiliary files 2 files 7.48 KB
README.md 4.76 KB ed119a86 download
.gitattributes 2.72 KB 20d15eee download

README current version from Hugging Face


base_model: llmfan46/Magistral-Small-2509-ultra-uncensored-heretic-v1
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:
  • vllm
  • mistral-common
  • heretic
  • uncensored
  • decensored
  • abliterated
  • ara

About

static quants of https://huggingface.co/llmfan46/Magistral-Small-2509-ultra-uncensored-heretic-v1

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Magistral-Small-2509-ultra-uncensored-heretic-v1-i1-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 mmproj-Q8_0 0.6 multi-modal supplement
GGUF mmproj-f16 1.0 multi-modal supplement
GGUF Q2_K 9.0
GGUF Q3_K_S 10.5
GGUF Q3_K_M 11.6 lower quality
GGUF Q3_K_L 12.5
GGUF IQ4_XS 13.0
GGUF Q4_K_S 13.6 fast, recommended
GGUF Q4_K_M 14.4 fast, recommended
GGUF Q5_K_S 16.4
GGUF Q5_K_M 16.9
GGUF Q6_K 19.4 very good quality
GGUF Q8_0 25.2 fast, best quality

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.

README history 5 versions

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

  1. 2026-10-11auto-patch README.md284a9375 KB
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  2. 2026-03-21auto-patch README.md566318c4.8 KB
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  3. 2026-03-21auto-patch README.md2d94b544.9 KB
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  4. 2026-03-21auto-patch README.md24db3784.7 KB
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  5. 2026-03-21uploaded from nico162a3153400 B
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