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mradermacher/Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated-i1-GGUF

mradermacher Qwen 4B GGUF second-order 41K ctx
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Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 7,439
  • 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
7K
913 last 30d - stable
Likes
3
Model age
10mo ago
created 2025-12-10
Downloads over time
Now7.7K→from1.8K↑322%
1.5K3.8K6K8.2K1.8K on Dec 10, 20257.7K on Oct 11Dec '25FebAprJunAugOct
Dec 10, 2025 → Oct 11 · 83 snapshots · spans 305 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

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/Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated base_model:quantized:DavidAU/Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated endpoints_compatible region:us

Related

Total size
44.7 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2025-12-10 18:32

Files by quantization

Q6_K 1 file 3.08 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q6_K.gguf 3.08 GB 64499b46 download
Q5_K 2 files 5.32 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q5_K_M.gguf 2.69 GB 2e34b7a1 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q5_K_S.gguf 2.63 GB b321ef19 download
Q4 2 files 4.63 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q4_1.gguf 2.42 GB 79214dfd download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q4_0.gguf 2.21 GB 86e08e09 download
Q4_K 2 files 4.55 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q4_K_M.gguf 2.33 GB a5567ab1 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q4_K_S.gguf 2.22 GB 50234a99 download
IQ4 2 files 4.33 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ4_NL.gguf 2.22 GB 87c131ea download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ4_XS.gguf 2.11 GB e22be96f download
Q3_K 3 files 5.78 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q3_K_L.gguf 2.09 GB 154a7376 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q3_K_M.gguf 1.93 GB 158585e7 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q3_K_S.gguf 1.76 GB 9def68a9 download
IQ3 4 files 6.84 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ3_M.gguf 1.83 GB c7b126cf download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ3_S.gguf 1.77 GB 6d81ecb3 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ3_XS.gguf 1.69 GB 6d89f52c download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ3_XXS.gguf 1.56 GB dcbb8d88 download
Q2_K 2 files 3.01 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q2_K.gguf 1.55 GB 5631476b download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-Q2_K_S.gguf 1.46 GB 290a6baa download
IQ2 4 files 5.15 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ2_M.gguf 1.41 GB 5f87a361 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ2_S.gguf 1.32 GB 58d310c0 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ2_XS.gguf 1.26 GB fa255998 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ2_XXS.gguf 1.16 GB 8035907c download
IQ1 2 files 2.03 GB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ1_M.gguf 1.05 GB 350583f2 download
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.i1-IQ1_S.gguf 1006 MB 2ac57174 download
Auxiliary files 3 files 3.71 MB
Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated.imatrix.gguf 3.69 MB 8909f722 download
README.md 9.33 KB a58422c2 download
.gitattributes 4.74 KB e0912e13 download

README current version from Hugging Face


base_model: DavidAU/Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated
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/Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated

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

static quants are available at https://huggingface.co/mradermacher/Qwen3-4B-Claude-Sonnet-4-Reasoning-Distill-Heretic-Abliterated-Heretic-Abliterated-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 1.2 for the desperate
GGUF i1-IQ1_M 1.2 mostly desperate
GGUF i1-IQ2_XXS 1.3
GGUF i1-IQ2_XS 1.5
GGUF i1-IQ2_S 1.5
GGUF i1-IQ2_M 1.6
GGUF i1-Q2_K_S 1.7 very low quality
GGUF i1-Q2_K 1.8 IQ3_XXS probably better
GGUF i1-IQ3_XXS 1.8 lower quality
GGUF i1-IQ3_XS 1.9
GGUF i1-Q3_K_S 2.0 IQ3_XS probably better
GGUF i1-IQ3_S 2.0 beats Q3_K*
GGUF i1-IQ3_M 2.1
GGUF i1-Q3_K_M 2.2 IQ3_S probably better
GGUF i1-Q3_K_L 2.3 IQ3_M probably better
GGUF i1-IQ4_XS 2.4
GGUF i1-Q4_0 2.5 fast, low quality
GGUF i1-IQ4_NL 2.5 prefer IQ4_XS
GGUF i1-Q4_K_S 2.5 optimal size/speed/quality
GGUF i1-Q4_K_M 2.6 fast, recommended
GGUF i1-Q4_1 2.7
GGUF i1-Q5_K_S 2.9
GGUF i1-Q5_K_M 3.0
GGUF i1-Q6_K 3.4 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. 2025-12-10auto-patch README.md78c19389.3 KB
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  2. 2025-12-10auto-patch README.md0fa15172.8 KB
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  3. 2025-12-10uploaded from rich17c184da536 B
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Discussions 1 thread

  1. 2026-02-10Lost the reasoning buff.open1 💬#1
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