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mradermacher/Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved-i1-GGUF

mradermacher Qwen 9B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 18
  • hub_downloads_all_time 2,837
  • 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
3K
566 last 30d - stable
Likes
0
Model age
2mo ago
created 2026-08-01
Downloads over time
Now2.9K→from0↑0%
01.1K2.1K3.2K0 on Jul 292.9K on Oct 11JulAugSepOct
Jul 29 → Oct 11 · 51 snapshots · spans 74 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 · 1K 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
IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf JLENS Jacobian-Lens uncensored manual-abliteration conversational qwen3_5 experimental NSFW very_very_naughty j-wash

Related

Total size
75.7 GB
Files
18
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-08-01 08:00

Files by quantization

Q6_K 1 file 7.04 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q6_K.gguf 7.04 GB 8796cd09 download
Q5_K 2 files 12.2 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q5_K_M.gguf 6.19 GB 602d1867 download
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q5_K_S.gguf 6.03 GB 0a2ff5e7 download
Q4 2 files 10.6 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q4_1.gguf 5.55 GB a038cb8d download
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q4_0.gguf 5.09 GB 821a9605 download
Q4_K 2 files 10.5 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q4_K_M.gguf 5.38 GB 857e2c92 download
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q4_K_S.gguf 5.11 GB 940def8d download
IQ4 2 files 10.1 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-IQ4_NL.gguf 5.17 GB 1de6e4d7 download
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-IQ4_XS.gguf 4.96 GB 0e3a19e9 download
Q3_K 3 files 13.2 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q3_K_L.gguf 4.70 GB 303b4e84 download
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q3_K_M.gguf 4.41 GB dce44fee download
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q3_K_S.gguf 4.06 GB 488f5ad8 download
IQ3 2 files 8.38 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-IQ3_M.gguf 4.21 GB 97425c4b download
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-IQ3_S.gguf 4.17 GB b20fc958 download
Q2_K 1 file 3.65 GB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.i1-Q2_K.gguf 3.65 GB 24cdf985 download
Auxiliary files 3 files 4.92 MB
Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved.imatrix.gguf 4.91 MB ff462692 download
README.md 6.49 KB fe0d7068 download
.gitattributes 3.24 KB 4a273299 download

README current version from Hugging Face


base_model: llmfan46/Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • JLENS
  • Jacobian-Lens
  • uncensored
  • manual-abliteration
  • conversational
  • qwen3_5
  • experimental
  • NSFW
  • very_very_naughty
  • j-wash
  • heretic
  • uncensored
  • decensored
  • abliterated

About

weighted/imatrix quants of https://huggingface.co/llmfan46/Qwen3.5-9B-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved

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-Nikusui-v1-Uncensored-Heretic-Native-MTP-Preserved-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-Q2_K 4.0 IQ3_XXS probably better
GGUF i1-Q3_K_S 4.5 IQ3_XS probably better
GGUF i1-IQ3_S 4.6 beats Q3_K*
GGUF i1-IQ3_M 4.6
GGUF i1-Q3_K_M 4.8 IQ3_S probably better
GGUF i1-Q3_K_L 5.1 IQ3_M probably better
GGUF i1-IQ4_XS 5.4
GGUF i1-Q4_0 5.6 fast, low quality
GGUF i1-Q4_K_S 5.6 optimal size/speed/quality
GGUF i1-IQ4_NL 5.7 prefer IQ4_XS
GGUF i1-Q4_K_M 5.9 fast, recommended
GGUF i1-Q4_1 6.1
GGUF i1-Q5_K_S 6.6
GGUF i1-Q5_K_M 6.7
GGUF i1-Q6_K 7.7 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 3 versions

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

  1. 2026-08-01auto-patch README.md293834c6.5 KB
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  2. 2026-08-01auto-patch README.md874289b3.7 KB
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  3. 2026-08-01uploaded from nico19b421b0516 B
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