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mradermacher/Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated-GGUF

mradermacher Qwen 4B GGUF second-order 262K ctx
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Response includes
  • classification m3
  • files 14
  • hub_downloads_all_time 2,345
  • 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
2K
Likes
4
Model age
10mo ago
created 2025-12-10
Downloads over time
Now8.2K→from407↑1,903%
203K6K8.9K407 on Dec 10, 20258.2K 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 · 7K downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

Languages
en
Quantizations
F16 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf heretic uncensored decensored abliterated finetune en base_model:DavidAU/Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated base_model:quantized:DavidAU/Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated endpoints_compatible region:us

Related

Total size
33.9 GB
Files
14
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2025-12-10 18:37

Files by quantization

F16 1 file 7.50 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.f16.gguf 7.50 GB a76de14e download
Q8_0 1 file 3.99 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q8_0.gguf 3.99 GB 09e7f5ec download
Q6_K 1 file 3.08 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q6_K.gguf 3.08 GB 634ba834 download
Q5_K 2 files 5.32 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q5_K_M.gguf 2.69 GB 359e852c download
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q5_K_S.gguf 2.63 GB f2e5e7fd download
Q4_K 2 files 4.55 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q4_K_M.gguf 2.33 GB 0a6d7516 download
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q4_K_S.gguf 2.22 GB ae8120b1 download
IQ4 1 file 2.13 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.IQ4_XS.gguf 2.13 GB 29a2eec0 download
Q3_K 3 files 5.78 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q3_K_L.gguf 2.09 GB 039aff64 download
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q3_K_M.gguf 1.93 GB 2332e925 download
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q3_K_S.gguf 1.76 GB 2efad829 download
Q2_K 1 file 1.55 GB
Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated.Q2_K.gguf 1.55 GB d9e7c054 download
Auxiliary files 2 files 7.59 KB
README.md 4.79 KB 666e5220 download
.gitattributes 2.80 KB 5b93954b download

README current version from Hugging Face


base_model: DavidAU/Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated
language:

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

About

static quants of https://huggingface.co/DavidAU/Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Qwen3-4B-Instruct-2507-Polaris-Alpha-Distill-Heretic-Abliterated-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 Q2_K 1.8
GGUF Q3_K_S 2.0
GGUF Q3_K_M 2.2 lower quality
GGUF Q3_K_L 2.3
GGUF IQ4_XS 2.4
GGUF Q4_K_S 2.5 fast, recommended
GGUF Q4_K_M 2.6 fast, recommended
GGUF Q5_K_S 2.9
GGUF Q5_K_M 3.0
GGUF Q6_K 3.4 very good quality
GGUF Q8_0 4.4 fast, best quality
GGUF f16 8.2 16 bpw, overkill

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 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.md4c594664.8 KB
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  2. 2025-12-10auto-patch README.md52f9ac74.9 KB
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  3. 2025-12-10uploaded from rich1d6e4b09415 B
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