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mradermacher/G9v3-3B-Heretic-Abliterated-i1-GGUF

mradermacher Llama 3B GGUF second-order 131K ctx
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Response includes
  • classification m3
  • files 27
  • hub_downloads_all_time 2,682
  • 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
3K
929 last 30d - stable
Likes
0
Model age
2mo ago
created 2026-08-06
Downloads over time
Now3K→from139↑2,047%
01.1K2.2K3.3K139 on Aug 53K on Oct 11AugSepOct
Aug 5 → Oct 11 · 50 snapshots · spans 67 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 · 1K 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 zh
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf g9v3 llama text-generation long-context tool-calling heretic abliterated uncensored en zh

Related

Total size
33.1 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-08-06 10:40

Files by quantization

Q6_K 1 file 2.29 GB
G9v3-3B-Heretic-Abliterated.i1-Q6_K.gguf 2.29 GB 32fb3567 download
Q5_K 2 files 3.95 GB
G9v3-3B-Heretic-Abliterated.i1-Q5_K_M.gguf 1.99 GB fc31715a download
G9v3-3B-Heretic-Abliterated.i1-Q5_K_S.gguf 1.95 GB 33ffca08 download
Q4 2 files 3.43 GB
G9v3-3B-Heretic-Abliterated.i1-Q4_1.gguf 1.79 GB e34530e2 download
G9v3-3B-Heretic-Abliterated.i1-Q4_0.gguf 1.64 GB bd068690 download
Q4_K 2 files 3.36 GB
G9v3-3B-Heretic-Abliterated.i1-Q4_K_M.gguf 1.72 GB e995cc9c download
G9v3-3B-Heretic-Abliterated.i1-Q4_K_S.gguf 1.64 GB 11e56fa3 download
IQ4 2 files 3.20 GB
G9v3-3B-Heretic-Abliterated.i1-IQ4_NL.gguf 1.64 GB 93e1c290 download
G9v3-3B-Heretic-Abliterated.i1-IQ4_XS.gguf 1.56 GB 4099b82e download
Q3_K 3 files 4.23 GB
G9v3-3B-Heretic-Abliterated.i1-Q3_K_L.gguf 1.51 GB 9c15ef4b download
G9v3-3B-Heretic-Abliterated.i1-Q3_K_M.gguf 1.41 GB 0b97df4a download
G9v3-3B-Heretic-Abliterated.i1-Q3_K_S.gguf 1.30 GB 2da29f1c download
IQ3 4 files 5.05 GB
G9v3-3B-Heretic-Abliterated.i1-IQ3_M.gguf 1.34 GB 7ad71788 download
G9v3-3B-Heretic-Abliterated.i1-IQ3_S.gguf 1.30 GB 167dc6c1 download
G9v3-3B-Heretic-Abliterated.i1-IQ3_XS.gguf 1.25 GB 36d577a6 download
G9v3-3B-Heretic-Abliterated.i1-IQ3_XXS.gguf 1.16 GB a28bff58 download
Q2_K 2 files 2.19 GB
G9v3-3B-Heretic-Abliterated.i1-Q2_K.gguf 1.13 GB 46c448b6 download
G9v3-3B-Heretic-Abliterated.i1-Q2_K_S.gguf 1.06 GB 6f293f7c download
IQ2 4 files 3.83 GB
G9v3-3B-Heretic-Abliterated.i1-IQ2_M.gguf 1.05 GB 12a6dc47 download
G9v3-3B-Heretic-Abliterated.i1-IQ2_S.gguf 1014 MB 7bee5a23 download
G9v3-3B-Heretic-Abliterated.i1-IQ2_XS.gguf 951 MB 9663597f download
G9v3-3B-Heretic-Abliterated.i1-IQ2_XXS.gguf 881 MB 9f243bba download
IQ1 2 files 1.52 GB
G9v3-3B-Heretic-Abliterated.i1-IQ1_M.gguf 802 MB e140238f download
G9v3-3B-Heretic-Abliterated.i1-IQ1_S.gguf 754 MB b55497bd download
Auxiliary files 3 files 3.72 MB
G9v3-3B-Heretic-Abliterated.imatrix.gguf 3.71 MB 04211677 download
README.md 6.50 KB 907e0c83 download
.gitattributes 3.40 KB 85ad2417 download

README current version from Hugging Face


base_model: Vortecks/G9v3-3B-Heretic-Abliterated
language:

  • en
  • zh
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • g9v3
  • llama
  • text-generation
  • long-context
  • tool-calling
  • heretic
  • abliterated
  • uncensored

About

weighted/imatrix quants of https://huggingface.co/Vortecks/G9v3-3B-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/G9v3-3B-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 0.9 for the desperate
GGUF i1-IQ1_M 0.9 mostly desperate
GGUF i1-IQ2_XXS 1.0
GGUF i1-IQ2_XS 1.1
GGUF i1-IQ2_S 1.2
GGUF i1-IQ2_M 1.2
GGUF i1-Q2_K_S 1.2 very low quality
GGUF i1-Q2_K 1.3 IQ3_XXS probably better
GGUF i1-IQ3_XXS 1.3 lower quality
GGUF i1-IQ3_XS 1.4
GGUF i1-Q3_K_S 1.5 IQ3_XS probably better
GGUF i1-IQ3_S 1.5 beats Q3_K*
GGUF i1-IQ3_M 1.5
GGUF i1-Q3_K_M 1.6 IQ3_S probably better
GGUF i1-Q3_K_L 1.7 IQ3_M probably better
GGUF i1-IQ4_XS 1.8
GGUF i1-IQ4_NL 1.9 prefer IQ4_XS
GGUF i1-Q4_0 1.9 fast, low quality
GGUF i1-Q4_K_S 1.9 optimal size/speed/quality
GGUF i1-Q4_K_M 1.9 fast, recommended
GGUF i1-Q4_1 2.0
GGUF i1-Q5_K_S 2.2
GGUF i1-Q5_K_M 2.2
GGUF i1-Q6_K 2.6 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 2 versions

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

  1. 2026-08-06auto-patch README.mdc7accf76.5 KB
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  2. 2026-08-06uploaded from marco3710b17482 B
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