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mradermacher/Qwen3.5-9B-ultra-uncensored-heretic-v1-i1-GGUF

mradermacher Qwen 9B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 8,380
  • 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
8K
1K last 30d - stable
Likes
2
Model age
6mo ago
created 2026-03-31
Downloads over time
Now8.5K→from56↑15,129%
03.1K6.3K9.4K56 on Apr 18.5K on Oct 11AprMayJunJulAugSepOct
Apr 1 → Oct 11 · 67 snapshots · spans 193 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 heretic uncensored decensored abliterated en license:apache-2.0 endpoints_compatible region:us imatrix conversational

Related

Total size
103 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-07-23 03:53

Files by quantization

Q6_K 1 file 6.85 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q6_K.gguf 6.85 GB 7e41e619 download
Q5_K 2 files 11.9 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q5_K_M.gguf 6.02 GB 436a7ca7 download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q5_K_S.gguf 5.87 GB 842c1e5d download
Q4 2 files 10.4 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q4_1.gguf 5.41 GB 13fc6d2f download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q4_0.gguf 4.96 GB a2628ff8 download
Q4_K 2 files 10.2 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q4_K_M.gguf 5.24 GB dccc946c download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q4_K_S.gguf 4.98 GB f06e2931 download
IQ4 2 files 9.89 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ4_NL.gguf 5.05 GB afe48760 download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ4_XS.gguf 4.84 GB d0a49e08 download
Q3_K 3 files 12.9 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q3_K_L.gguf 4.59 GB 941b445b download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q3_K_M.gguf 4.31 GB bb8119f0 download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q3_K_S.gguf 3.97 GB 75511016 download
IQ3 4 files 15.8 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ3_M.gguf 4.11 GB 521ad90e download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ3_S.gguf 4.07 GB af976d57 download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ3_XS.gguf 3.95 GB afd96d0b download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ3_XXS.gguf 3.67 GB 1f7d6efd download
Q2_K 2 files 7.01 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q2_K.gguf 3.56 GB e1b5309a download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-Q2_K_S.gguf 3.44 GB db3668b2 download
IQ2 4 files 12.5 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ2_M.gguf 3.36 GB 4918c67a download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ2_S.gguf 3.19 GB 5091cd35 download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ2_XS.gguf 3.06 GB b46f66da download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ2_XXS.gguf 2.89 GB 34927ad0 download
IQ1 2 files 5.23 GB
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ1_M.gguf 2.68 GB 0513bb72 download
Qwen3.5-9B-ultra-uncensored-heretic-v1.i1-IQ1_S.gguf 2.55 GB 742b3150 download
Auxiliary files 3 files 4.92 MB
Qwen3.5-9B-ultra-uncensored-heretic-v1.imatrix.gguf 4.91 MB 1bcfa5d2 download
README.md 7.09 KB 2991577a download
.gitattributes 3.67 KB f6b6303f download

README current version from Hugging Face


base_model: llmfan46/Qwen3.5-9B-ultra-uncensored-heretic-v1
language:


About

weighted/imatrix quants of https://huggingface.co/llmfan46/Qwen3.5-9B-ultra-uncensored-heretic-v1

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

static quants are available at https://huggingface.co/mradermacher/Qwen3.5-9B-ultra-uncensored-heretic-v1-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 2.8 for the desperate
GGUF i1-IQ1_M 3.0 mostly desperate
GGUF i1-IQ2_XXS 3.2
GGUF i1-IQ2_XS 3.4
GGUF i1-IQ2_S 3.5
GGUF i1-IQ2_M 3.7
GGUF i1-Q2_K_S 3.8 very low quality
GGUF i1-Q2_K 3.9 IQ3_XXS probably better
GGUF i1-IQ3_XXS 4.0 lower quality
GGUF i1-IQ3_XS 4.3
GGUF i1-Q3_K_S 4.4 IQ3_XS probably better
GGUF i1-IQ3_S 4.5 beats Q3_K*
GGUF i1-IQ3_M 4.5
GGUF i1-Q3_K_M 4.7 IQ3_S probably better
GGUF i1-Q3_K_L 5.0 IQ3_M probably better
GGUF i1-IQ4_XS 5.3
GGUF i1-Q4_0 5.4 fast, low quality
GGUF i1-Q4_K_S 5.5 optimal size/speed/quality
GGUF i1-IQ4_NL 5.5 prefer IQ4_XS
GGUF i1-Q4_K_M 5.7 fast, recommended
GGUF i1-Q4_1 5.9
GGUF i1-Q5_K_S 6.4
GGUF i1-Q5_K_M 6.6
GGUF i1-Q6_K 7.5 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. 2026-07-23auto-patch README.md57691e17.1 KB
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  2. 2026-04-21auto-patch README.md52baa907.3 KB
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  3. 2026-04-18auto-patch README.mdfa605847.1 KB
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  4. 2026-03-31auto-patch README.md666109a7.3 KB
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  5. 2026-03-31uploaded from nico1064aad0493 B
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