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mradermacher/zephyr-7b-beta-abliterated-i1-GGUF

mradermacher 7B GGUF second-order 33K ctx
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Response includes
  • classification m8
  • files 27
  • hub_downloads_all_time 5,828
  • author_summary 3324 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 3 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=mradermacher (M8 quantization producer, never originator)
  • is_gguf=1
  • base_model='richardyoung/zephyr-7b-beta-abliterated' (base has 'abliterated' marker, assume M1 default)
Refusal direction extraction

No specific extraction method could be identified for this model. The producer either did not document it or used a proprietary pipeline.

What is a refusal direction? →
Downloads · lifetime
6K
1K last 30d - stable
Likes
2
Model age
9mo ago
created 2025-12-16
Downloads over time
Now6.4K→from580↑1,003%
2892.5K4.7K7K580 on Dec 17, 20256.4K on Oct 11Dec '25FebAprJunAugOct
Dec 17, 2025 → Oct 11 · 82 snapshots · spans 298 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
mit
Languages
en
Quantizations
IQ1 IQ2 IQ3 IQ4 Q2_K Q3_K Q4 Q4_K Q5_K Q6_K
Tags
transformers gguf abliteration uncensored heretic representation-engineering refusal-removal en base_model:richardyoung/zephyr-7b-beta-abliterated base_model:quantized:richardyoung/zephyr-7b-beta-abliterated license:mit endpoints_compatible

Related

Total size
76.1 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-04-09 00:59

Files by quantization

Q6_K 1 file 5.53 GB
zephyr-7b-beta-abliterated.i1-Q6_K.gguf 5.53 GB 12858cdc download
Q5_K 2 files 9.43 GB
zephyr-7b-beta-abliterated.i1-Q5_K_M.gguf 4.78 GB 8f1e1e06 download
zephyr-7b-beta-abliterated.i1-Q5_K_S.gguf 4.65 GB 76ca1330 download
Q4 2 files 8.08 GB
zephyr-7b-beta-abliterated.i1-Q4_1.gguf 4.24 GB 4ba02f40 download
zephyr-7b-beta-abliterated.i1-Q4_0.gguf 3.84 GB b1a8f6fc download
Q4_K 2 files 7.92 GB
zephyr-7b-beta-abliterated.i1-Q4_K_M.gguf 4.07 GB e43e84c0 download
zephyr-7b-beta-abliterated.i1-Q4_K_S.gguf 3.86 GB 1fa81be7 download
IQ4 2 files 7.48 GB
zephyr-7b-beta-abliterated.i1-IQ4_NL.gguf 3.84 GB e46e7a01 download
zephyr-7b-beta-abliterated.i1-IQ4_XS.gguf 3.64 GB d2b14222 download
Q3_K 3 files 9.78 GB
zephyr-7b-beta-abliterated.i1-Q3_K_L.gguf 3.56 GB a157dc51 download
zephyr-7b-beta-abliterated.i1-Q3_K_M.gguf 3.28 GB adb8a78e download
zephyr-7b-beta-abliterated.i1-Q3_K_S.gguf 2.95 GB 435fe8a8 download
IQ3 4 files 11.5 GB
zephyr-7b-beta-abliterated.i1-IQ3_M.gguf 3.06 GB 347d60bb download
zephyr-7b-beta-abliterated.i1-IQ3_S.gguf 2.96 GB 5f23d1b2 download
zephyr-7b-beta-abliterated.i1-IQ3_XS.gguf 2.81 GB 7a17bedb download
zephyr-7b-beta-abliterated.i1-IQ3_XXS.gguf 2.63 GB 5f571458 download
Q2_K 2 files 4.89 GB
zephyr-7b-beta-abliterated.i1-Q2_K.gguf 2.53 GB f1bd415f download
zephyr-7b-beta-abliterated.i1-Q2_K_S.gguf 2.36 GB 4f14110b download
IQ2 4 files 8.38 GB
zephyr-7b-beta-abliterated.i1-IQ2_M.gguf 2.33 GB ce082bc9 download
zephyr-7b-beta-abliterated.i1-IQ2_S.gguf 2.15 GB a9ae8499 download
zephyr-7b-beta-abliterated.i1-IQ2_XS.gguf 2.05 GB 0a2ff1f8 download
zephyr-7b-beta-abliterated.i1-IQ2_XXS.gguf 1.85 GB e8ab2309 download
IQ1 2 files 3.14 GB
zephyr-7b-beta-abliterated.i1-IQ1_M.gguf 1.63 GB 13dd3faf download
zephyr-7b-beta-abliterated.i1-IQ1_S.gguf 1.50 GB bd176e98 download
Auxiliary files 3 files 4.79 MB
zephyr-7b-beta-abliterated.imatrix.gguf 4.78 MB 81516d8b download
README.md 6.43 KB 080c6bc2 download
.gitattributes 3.37 KB 9e552468 download

README current version from Hugging Face


base_model: richardyoung/zephyr-7b-beta-abliterated
language:

  • en
    library_name: transformers
    license: mit
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • abliteration
  • uncensored
  • heretic
  • representation-engineering
  • refusal-removal

About

weighted/imatrix quants of https://huggingface.co/richardyoung/zephyr-7b-beta-abliterated

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

static quants are available at https://huggingface.co/mradermacher/zephyr-7b-beta-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 1.7 for the desperate
GGUF i1-IQ1_M 1.9 mostly desperate
GGUF i1-IQ2_XXS 2.1
GGUF i1-IQ2_XS 2.3
GGUF i1-IQ2_S 2.4
GGUF i1-IQ2_M 2.6
GGUF i1-Q2_K_S 2.6 very low quality
GGUF i1-Q2_K 2.8 IQ3_XXS probably better
GGUF i1-IQ3_XXS 2.9 lower quality
GGUF i1-IQ3_XS 3.1
GGUF i1-Q3_K_S 3.3 IQ3_XS probably better
GGUF i1-IQ3_S 3.3 beats Q3_K*
GGUF i1-IQ3_M 3.4
GGUF i1-Q3_K_M 3.6 IQ3_S probably better
GGUF i1-Q3_K_L 3.9 IQ3_M probably better
GGUF i1-IQ4_XS 4.0
GGUF i1-Q4_0 4.2 fast, low quality
GGUF i1-IQ4_NL 4.2 prefer IQ4_XS
GGUF i1-Q4_K_S 4.2 optimal size/speed/quality
GGUF i1-Q4_K_M 4.5 fast, recommended
GGUF i1-Q4_1 4.7
GGUF i1-Q5_K_S 5.1
GGUF i1-Q5_K_M 5.2
GGUF i1-Q6_K 6.0 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 5 versions

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

  1. 2026-04-09auto-patch README.md67195a96.4 KB
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  2. 2025-12-16auto-patch README.md675e10c6.3 KB
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  3. 2025-12-16auto-patch README.md913d6f85.7 KB
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  4. 2025-12-16auto-patch README.md0e95d5b3.7 KB
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  5. 2025-12-16uploaded from marco6e2f5d1485 B
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