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mradermacher/Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic-i1-GGUF

mradermacher Qwen 9B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 19,425
  • 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
19K
2K last 30d - stable
Likes
6
Model age
6mo ago
created 2026-03-25
Downloads over time
Now20K→from2.8K↑618%
1.9K8.5K15.1K21.7K2.8K on Mar 2520K on Oct 11MarAprMayJunJulAugSepOct
Mar 25 → Oct 11 · 68 snapshots · spans 200 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 · 3K 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 abliterated uncensored Claude reasoning chain-of-thought Dense heretic decensored en base_model:sulpikar2/Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic

Related

Total size
103 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-04-21 14:32

Files by quantization

Q6_K 1 file 6.85 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q6_K.gguf 6.85 GB 04532bd8 download
Q5_K 2 files 11.9 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q5_K_M.gguf 6.02 GB 68037e4c download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q5_K_S.gguf 5.87 GB b7ae9577 download
Q4 2 files 10.4 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q4_1.gguf 5.41 GB c10c971c download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q4_0.gguf 4.96 GB ae77a7b0 download
Q4_K 2 files 10.2 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q4_K_M.gguf 5.24 GB 26be241e download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q4_K_S.gguf 4.98 GB 8ba122b3 download
IQ4 2 files 9.89 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ4_NL.gguf 5.05 GB 4d01d433 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ4_XS.gguf 4.84 GB 0f65a32a download
Q3_K 3 files 12.9 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q3_K_L.gguf 4.59 GB 2a570635 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q3_K_M.gguf 4.31 GB bdaf57ea download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q3_K_S.gguf 3.97 GB 96379ce4 download
IQ3 4 files 15.8 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ3_M.gguf 4.11 GB fa144601 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ3_S.gguf 4.07 GB ae0e7384 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ3_XS.gguf 3.95 GB 726d7224 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ3_XXS.gguf 3.67 GB cdbbf453 download
Q2_K 2 files 7.01 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q2_K.gguf 3.56 GB dac021e7 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-Q2_K_S.gguf 3.44 GB d36526f6 download
IQ2 4 files 12.5 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ2_M.gguf 3.36 GB 6862cdea download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ2_S.gguf 3.19 GB d66f5f7b download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ2_XS.gguf 3.06 GB 903cbec6 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ2_XXS.gguf 2.89 GB 2d9b3910 download
IQ1 2 files 5.23 GB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ1_M.gguf 2.68 GB fa315040 download
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.i1-IQ1_S.gguf 2.55 GB 60c01994 download
Auxiliary files 3 files 4.92 MB
Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic.imatrix.gguf 4.91 MB 23ed222a download
README.md 8.18 KB 87bf3dbd download
.gitattributes 4.03 KB c93f21c3 download

README current version from Hugging Face


base_model: sulpikar2/Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-heretic
language:


About

weighted/imatrix quants of https://huggingface.co/sulpikar2/Huihui-Qwen3.5-9B-Claude-4.6-Opus-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/Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated-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 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 4 versions

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

  1. 2026-04-21auto-patch README.md32828ac8.2 KB
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  2. 2026-04-18auto-patch README.md43795a68 KB
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  3. 2026-03-25auto-patch README.md3b038878.2 KB
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  4. 2026-03-25uploaded from nico1034a369510 B
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