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mradermacher/Huihui-gpt-oss-120b-BF16-abliterated-i1-GGUF

mradermacher Gpt-oss 120B GGUF second-order
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Response includes
  • classification m8
  • files 50
  • benchmarks 11 entries
  • hub_downloads_all_time 1,277
  • 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 layer-wise ablation 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='huihui-ai/Huihui-gpt-oss-120b-BF16-abliterated' (base is huihui-ai model (M3))
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.

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Downloads · lifetime
1K
56 last 30d - cooling
Likes
3
Model age
14mo ago
created 2025-08-16
Downloads over time
Now1.3K→from154↑751%
965399821.4K154 on Aug 20, 20251.3K on Oct 11Aug '25Oct '25Dec '25FebAprJunAugOct
Aug 20, 2025 → Oct 11 · 99 snapshots · spans 417 days

Benchmarks

Benchmark Score Source
Entertainment 1.4 UGI
Hazardous 1.2 UGI
Natural Intelligence 16.72 UGI
Political lean -1.2% UGI
Sensitive-Info 12.89 UGI
SocPol 1.3 UGI
UGI 26.09 UGI
Willingness (10) 5.2 UGI
W10-Adherence 3.5 UGI
W10-Direct 7 UGI
Writing NA UGI

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 · 56 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
Tags
transformers gguf vllm unsloth abliterated uncensored en license:apache-2.0 endpoints_compatible region:us

Related

Total size
154 MB
Files
50
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2025-12-09 04:42

Files by quantization

Auxiliary files 50 files 1.53 TB
Huihui-gpt-oss-120b-BF16-abliterated.imatrix.gguf 154 MB f4340553 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q5_K_M.gguf.part1of2 44.0 GB 06c5f9cc download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q5_K_M.gguf.part2of2 43.5 GB e3c4194a download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_K_M.gguf.part1of2 41.0 GB dde1fc68 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q5_K_S.gguf.part1of2 41.0 GB 4cc59794 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q5_K_S.gguf.part2of2 40.9 GB 99e0fd10 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_K_M.gguf.part2of2 40.8 GB 2ba7c4e2 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q6_K.gguf.part1of3 39.0 GB 7cf597d8 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q6_K.gguf.part2of3 39.0 GB 0433bab5 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_K_S.gguf.part1of2 38.0 GB d7114622 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q6_K.gguf.part3of3 37.7 GB e283f0e0 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_K_S.gguf.part2of2 37.4 GB 4fd79118 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q3_K_L.gguf.part1of2 35.0 GB 7870735a download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_1.gguf.part1of2 35.0 GB 0c552619 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q3_K_M.gguf.part1of2 34.0 GB bac4cb7c download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_1.gguf.part2of2 33.4 GB 6cf77654 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q3_K_L.gguf.part2of2 33.4 GB 8e6aacd7 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q3_K_M.gguf.part2of2 32.2 GB 14806f86 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_M.gguf.part1of2 32.0 GB ca7fbfc3 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q2_K_S.gguf.part1of2 32.0 GB 0e864760 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ1_M.gguf.part1of2 31.0 GB 217c1965 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ1_S.gguf.part1of2 31.0 GB c5a30d12 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_M.gguf.part1of2 31.0 GB 6902402c download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_S.gguf.part1of2 31.0 GB ec8cdca5 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_XS.gguf.part1of2 31.0 GB e425bf95 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_XXS.gguf.part1of2 31.0 GB 11a2b8b4 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_S.gguf.part1of2 31.0 GB cd94236b download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_XS.gguf.part1of2 31.0 GB e94681f3 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_XXS.gguf.part1of2 31.0 GB 3a60c9be download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ4_XS.gguf.part1of2 31.0 GB eb52c49c download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q2_K.gguf.part1of2 31.0 GB 572ee451 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q3_K_S.gguf.part1of2 31.0 GB 86d8eeb6 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_0.gguf.part1of2 31.0 GB 5f9433c0 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q4_0.gguf.part2of2 30.9 GB 73e70544 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ4_XS.gguf.part2of2 30.7 GB 79cf4386 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_M.gguf.part2of2 30.6 GB f4f1c724 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_S.gguf.part2of2 30.6 GB f4f1c724 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_S.gguf.part2of2 30.6 GB f4f1c724 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_XS.gguf.part2of2 30.6 GB f4f1c724 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_XXS.gguf.part2of2 30.6 GB f4f1c724 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q2_K.gguf.part2of2 30.6 GB 18f7efda download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q3_K_S.gguf.part2of2 30.6 GB 80cd16e1 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_XS.gguf.part2of2 30.6 GB 314348d1 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ1_M.gguf.part2of2 30.5 GB aa57313c download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ1_S.gguf.part2of2 30.5 GB aa57313c download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ2_XXS.gguf.part2of2 30.5 GB aa57313c download
Huihui-gpt-oss-120b-BF16-abliterated.i1-IQ3_M.gguf.part2of2 30.2 GB 4bac2337 download
Huihui-gpt-oss-120b-BF16-abliterated.i1-Q2_K_S.gguf.part2of2 30.1 GB ae0ef82e download
README.md 12.3 KB a258b181 download
.gitattributes 5.99 KB 6e726f14 download

README current version from Hugging Face


base_model: huihui-ai/Huihui-gpt-oss-120b-BF16-abliterated
extra_gated_button_content: Submit
extra_gated_fields:
X Account(@username): text
extra_gated_prompt: |-
Usage Warnings

“Risk of Sensitive or Controversial Outputs“: This model’s safety filtering has been significantly reduced, potentially generating sensitive, controversial, or inappropriate content. Users should exercise caution and rigorously review generated outputs.
“Not Suitable for All Audiences:“ Due to limited content filtering, the model’s outputs may be inappropriate for public settings, underage users, or applications requiring high security.
“Legal and Ethical Responsibilities“: Users must ensure their usage complies with local laws and ethical standards. Generated content may carry legal or ethical risks, and users are solely responsible for any consequences.
“Research and Experimental Use“: It is recommended to use this model for research, testing, or controlled environments, avoiding direct use in production or public-facing commercial applications.
“Monitoring and Review Recommendations“: Users are strongly advised to monitor model outputs in real-time and conduct manual reviews when necessary to prevent the dissemination of inappropriate content.
“No Default Safety Guarantees“: Unlike standard models, this model has not undergone rigorous safety optimization. huihui.ai bears no responsibility for any consequences arising from its use.
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • vllm
  • unsloth
  • abliterated
  • uncensored

About

weighted/imatrix quants of https://huggingface.co/huihui-ai/Huihui-gpt-oss-120b-BF16-abliterated

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

static quants are available at https://huggingface.co/mradermacher/Huihui-gpt-oss-120b-BF16-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 0.3 imatrix file (for creating your own quants)
PART 1 PART 2 i1-IQ1_M 66.2 mostly desperate
PART 1 PART 2 i1-IQ1_S 66.2 for the desperate
PART 1 PART 2 i1-IQ2_XXS 66.2
PART 1 PART 2 i1-IQ2_XS 66.2
PART 1 PART 2 i1-Q3_K_S 66.2 IQ3_XS probably better
PART 1 PART 2 i1-IQ2_M 66.3
PART 1 PART 2 i1-IQ2_S 66.3
PART 1 PART 2 i1-IQ3_S 66.3 beats Q3_K*
PART 1 PART 2 i1-IQ3_XS 66.3
PART 1 PART 2 i1-IQ3_XXS 66.3 lower quality
PART 1 PART 2 i1-Q2_K 66.3 IQ3_XXS probably better
PART 1 PART 2 i1-IQ4_XS 66.3
PART 1 PART 2 i1-Q4_0 66.6 fast, low quality
PART 1 PART 2 i1-Q2_K_S 66.7 very low quality
PART 1 PART 2 i1-IQ3_M 66.8
PART 1 PART 2 i1-Q3_K_M 71.2 IQ3_S probably better
PART 1 PART 2 i1-Q3_K_L 73.5 IQ3_M probably better
PART 1 PART 2 i1-Q4_1 73.6
PART 1 PART 2 i1-Q4_K_S 81.0 optimal size/speed/quality
PART 1 PART 2 i1-Q4_K_M 88.0 fast, recommended
PART 1 PART 2 i1-Q5_K_S 88.1
PART 1 PART 2 i1-Q5_K_M 94.0
PART 1 PART 2 PART 3 i1-Q6_K 124.3 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 4 versions

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

  1. 2025-12-09auto-patch README.mde15daf512.3 KB
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  2. 2025-08-16auto-patch README.md770c33412.3 KB
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  3. 2025-08-16auto-patch README.md1c748f33.9 KB
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  4. 2025-08-16uploaded from nico16f510ed491 B
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Discussions 2 threads

  1. 2025-08-23Q4 k_m broken?closed5 💬#2
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  2. 2025-08-16give "LM Studio" option, too. Pleaseopen8 💬#1
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