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mradermacher/Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved-i1-GGUF

mradermacher Qwen 35B GGUF MoE second-order 262K ctx
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  • classification m3
  • files 17
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  • author_summary 3324 models
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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
5K
1K last 30d - stable
Likes
2
Model age
4mo ago
created 2026-05-26
Downloads over time
Now5.5K→from2K↑176%
1.8K3.1K4.5K5.8K2K on Jun 105.5K on Oct 11JunJulAugSepOct
Jun 10 → Oct 11 · 57 snapshots · spans 123 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
IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf heretic uncensored decensored abliterated mpoa mtp en base_model:llmfan46/Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved base_model:quantized:llmfan46/Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved license:apache-2.0

Related

Total size
260 GB
Files
17
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2026-05-26 16:18

Files by quantization

Q6_K 1 file 27.2 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q6_K.gguf 27.2 GB a1b3f939 download
Q5_K 2 files 46.5 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q5_K_M.gguf 23.6 GB cb93405f download
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q5_K_S.gguf 22.9 GB ac7ce2d8 download
Q4 2 files 39.7 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_1.gguf 20.8 GB bd7c181a download
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_0.gguf 18.9 GB 73d61858 download
Q4_K 2 files 39.2 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_M.gguf 20.2 GB c16e2aee download
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_S.gguf 19.0 GB 5a2e1119 download
IQ4 1 file 17.9 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-IQ4_XS.gguf 17.9 GB bad2b4b5 download
Q3_K 3 files 47.7 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q3_K_L.gguf 17.3 GB f5eee97f download
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q3_K_M.gguf 16.0 GB b85e4f19 download
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q3_K_S.gguf 14.5 GB 7b28a984 download
IQ3 2 files 29.3 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-IQ3_M.gguf 14.7 GB da74ac74 download
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-IQ3_S.gguf 14.5 GB 0ce8ffe8 download
Q2_K 1 file 12.3 GB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q2_K.gguf 12.3 GB cb60a6e0 download
Auxiliary files 3 files 183 MB
Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved.imatrix.gguf 183 MB e0b14041 download
README.md 6.12 KB 5a26b0f1 download
.gitattributes 3.08 KB dff2e5ef download

README current version from Hugging Face


base_model: llmfan46/Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-Preserved
language:


About

weighted/imatrix quants of https://huggingface.co/llmfan46/Qwen3.5-35B-A3B-uncensored-heretic-v2-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/Qwen3.5-35B-A3B-uncensored-heretic-v2-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 0.3 imatrix file (for creating your own quants)
GGUF i1-Q2_K 13.3 IQ3_XXS probably better
GGUF i1-Q3_K_S 15.6 IQ3_XS probably better
GGUF i1-IQ3_S 15.7 beats Q3_K*
GGUF i1-IQ3_M 15.9
GGUF i1-Q3_K_M 17.3 IQ3_S probably better
GGUF i1-Q3_K_L 18.7 IQ3_M probably better
GGUF i1-IQ4_XS 19.3
GGUF i1-Q4_0 20.4 fast, low quality
GGUF i1-Q4_K_S 20.5 optimal size/speed/quality
GGUF i1-Q4_K_M 21.8 fast, recommended
GGUF i1-Q4_1 22.5
GGUF i1-Q5_K_S 24.7
GGUF i1-Q5_K_M 25.4
GGUF i1-Q6_K 29.3 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 6 versions

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

  1. 2026-05-26auto-patch README.md0e807826.1 KB
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  2. 2026-05-26auto-patch README.md642b8785.9 KB
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  3. 2026-05-26auto-patch README.mda3802fe3.8 KB
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  4. 2026-05-26auto-patch README.md717614e3.6 KB
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  5. 2026-05-26auto-patch README.md418c0073.3 KB
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  6. 2026-05-26uploaded from nico1aa54efd513 B
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