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mradermacher/Qwen3-0.6B-heretic-abliterated-uncensored-i1-GGUF

mradermacher Qwen 600M GGUF second-order 41K ctx
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Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 12,996
  • 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
13K
2K last 30d - stable
Likes
7
Model age
10mo ago
created 2025-11-20
Downloads over time
Now13.5K→from1.4K↑869%
7855.4K10K14.7K1.4K on Nov 19, 202513.5K on Oct 11Nov '25JanMarMayJulSep
Nov 19, 2025 → Oct 11 · 86 snapshots · spans 326 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

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 finetune en base_model:DavidAU/Qwen3-0.6B-heretic-abliterated-uncensored base_model:quantized:DavidAU/Qwen3-0.6B-heretic-abliterated-uncensored endpoints_compatible region:us

Related

Total size
7.43 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2025-12-06 02:34

Files by quantization

Q6_K 1 file 472 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q6_K.gguf 472 MB 7a7fdb01 download
Q5_K 2 files 840 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q5_K_M.gguf 424 MB 1f1e35d5 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q5_K_S.gguf 416 MB e587a6b8 download
Q4 2 files 755 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q4_1.gguf 390 MB 04354d3f download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q4_0.gguf 364 MB ef7ea243 download
Q4_K 2 files 744 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q4_K_M.gguf 378 MB e72fc358 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q4_K_S.gguf 366 MB b2b2093b download
IQ4 2 files 715 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ4_NL.gguf 364 MB ab8c561b download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ4_XS.gguf 351 MB 2914337c download
Q3_K 3 files 991 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q3_K_L.gguf 351 MB a2d84fa3 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q3_K_M.gguf 331 MB ffc0e41f download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q3_K_S.gguf 308 MB 4a9c80b8 download
IQ3 4 files 1.16 GB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ3_M.gguf 320 MB 66f69508 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ3_S.gguf 308 MB 5f737265 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ3_XS.gguf 298 MB 7611c828 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ3_XXS.gguf 266 MB d5248d1d download
Q2_K 2 files 550 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q2_K.gguf 283 MB 1bb5ce29 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-Q2_K_S.gguf 268 MB 62c5a47d download
IQ2 4 files 945 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ2_M.gguf 253 MB f9a63631 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ2_S.gguf 242 MB 6ee2106d download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ2_XS.gguf 231 MB ac65551f download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ2_XXS.gguf 219 MB 1ea25f13 download
IQ1 2 files 404 MB
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ1_M.gguf 206 MB 75d42471 download
Qwen3-0.6B-heretic-abliterated-uncensored.i1-IQ1_S.gguf 198 MB ba4a97e0 download
Auxiliary files 3 files 1.13 MB
Qwen3-0.6B-heretic-abliterated-uncensored.imatrix.gguf 1.12 MB 7898c668 download
README.md 7.17 KB 46c02a7c download
.gitattributes 3.74 KB d69a67d8 download

README current version from Hugging Face


base_model: DavidAU/Qwen3-0.6B-heretic-abliterated-uncensored
language:

  • en
    library_name: transformers
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • heretic
  • uncensored
  • decensored
  • abliterated
  • finetune

About

weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-0.6B-heretic-abliterated-uncensored

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

static quants are available at https://huggingface.co/mradermacher/Qwen3-0.6B-heretic-abliterated-uncensored-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 0.3 for the desperate
GGUF i1-IQ1_M 0.3 mostly desperate
GGUF i1-IQ2_XXS 0.3
GGUF i1-IQ2_XS 0.3
GGUF i1-IQ2_S 0.4
GGUF i1-IQ2_M 0.4
GGUF i1-IQ3_XXS 0.4 lower quality
GGUF i1-Q2_K_S 0.4 very low quality
GGUF i1-Q2_K 0.4 IQ3_XXS probably better
GGUF i1-IQ3_XS 0.4
GGUF i1-IQ3_S 0.4 beats Q3_K*
GGUF i1-Q3_K_S 0.4 IQ3_XS probably better
GGUF i1-IQ3_M 0.4
GGUF i1-Q3_K_M 0.4 IQ3_S probably better
GGUF i1-IQ4_XS 0.5
GGUF i1-Q3_K_L 0.5 IQ3_M probably better
GGUF i1-IQ4_NL 0.5 prefer IQ4_XS
GGUF i1-Q4_0 0.5 fast, low quality
GGUF i1-Q4_K_S 0.5 optimal size/speed/quality
GGUF i1-Q4_K_M 0.5 fast, recommended
GGUF i1-Q4_1 0.5
GGUF i1-Q5_K_S 0.5
GGUF i1-Q5_K_M 0.5
GGUF i1-Q6_K 0.6 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. 2025-12-06auto-patch README.mdad2ba4e7.2 KB
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  2. 2025-11-20auto-patch README.mda83115a7.2 KB
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  3. 2025-11-20uploaded from back9aea347495 B
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