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mradermacher/Qwen3-VL-32B-Instruct-ultra-uncensored-heretic-GGUF

mradermacher Qwen 32B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 15
  • hub_downloads_all_time 14,820
  • 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
15K
2K last 30d - stable
Likes
2
Model age
5mo ago
created 2026-04-17
Downloads over time
Now15.7K→from726↑2,067%
05.7K11.5K17.2K726 on Apr 1515.7K on Oct 11AprMayJunJulAugSepOct
Apr 15 → Oct 11 · 65 snapshots · spans 179 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 · 7K 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
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf heretic uncensored decensored abliterated ara en base_model:llmfan46/Qwen3-VL-32B-Instruct-ultra-uncensored-heretic base_model:quantized:llmfan46/Qwen3-VL-32B-Instruct-ultra-uncensored-heretic license:apache-2.0 endpoints_compatible

Related

Total size
209 GB
Files
15
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-10-07 15:04

Files by quantization

Q8_0 2 files 33.1 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q8_0.gguf 32.4 GB 6151ea77 download
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.mmproj-Q8_0.gguf 737 MB c7be6728 download
Q6_K 1 file 25.0 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q6_K.gguf 25.0 GB b12cc952 download
Q5_K 2 files 42.7 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q5_K_M.gguf 21.6 GB 8dbf9cf7 download
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q5_K_S.gguf 21.1 GB c4cfc732 download
Q4_K 2 files 35.9 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q4_K_M.gguf 18.4 GB 99e94d03 download
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q4_K_S.gguf 17.5 GB 37990c64 download
IQ4 1 file 16.6 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.IQ4_XS.gguf 16.6 GB f608003b download
Q3_K 3 files 44.4 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q3_K_L.gguf 16.1 GB 7eb148a5 download
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q3_K_M.gguf 14.9 GB ffd12f64 download
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q3_K_S.gguf 13.4 GB af5e0b31 download
Q2_K 1 file 11.5 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.Q2_K.gguf 11.5 GB e3ed4e87 download
F16 1 file 1.11 GB
Qwen3-VL-32B-Instruct-ultra-uncensored-heretic.mmproj-f16.gguf 1.11 GB f8db3a70 download
Auxiliary files 2 files 7.26 KB
README.md 4.56 KB be0e0bbe download
.gitattributes 2.69 KB 54ca1215 download

README current version from Hugging Face


base_model: llmfan46/Qwen3-VL-32B-Instruct-ultra-uncensored-heretic
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • heretic
  • uncensored
  • decensored
  • abliterated
  • ara

About

static quants of https://huggingface.co/llmfan46/Qwen3-VL-32B-Instruct-ultra-uncensored-heretic

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Qwen3-VL-32B-Instruct-ultra-uncensored-heretic-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 0.9 multi-modal supplement
GGUF mmproj-f16 1.3 multi-modal supplement
GGUF Q2_K 12.4
GGUF Q3_K_S 14.5
GGUF Q3_K_M 16.1 lower quality
GGUF Q3_K_L 17.4
GGUF IQ4_XS 18.0
GGUF Q4_K_S 18.9 fast, recommended
GGUF Q4_K_M 19.9 fast, recommended
GGUF Q5_K_S 22.7
GGUF Q5_K_M 23.3
GGUF Q6_K 27.0 very good quality
GGUF Q8_0 34.9 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. 2026-10-07auto-patch README.md9be3b884.8 KB
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  2. 2026-04-18auto-patch README.md149e16d4.6 KB
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  3. 2026-04-17auto-patch README.md22564da4.7 KB
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  4. 2026-04-17auto-patch README.md4f47f864.5 KB
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  5. 2026-04-17uploaded from nico1156380f398 B
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