← back to catalog · registered 2026-08-22 13:56

mradermacher/Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated-GGUF

mradermacher Kimi 48B GGUF MoE second-order 1.0M ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m8
  • files 13
  • hub_downloads_all_time 3,923
  • author_summary 3328 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-Kimi-Linear-48B-A3B-Instruct-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
4K
1K last 30d - stable
Likes
2
Model age
7mo ago
created 2026-02-19
Downloads over time
Now4.5K→from910↑391%
7322.1K3.5K4.8K910 on Feb 184.5K on Oct 12FebAprJunAugOct
Feb 18 → Oct 12 · 74 snapshots · spans 236 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 · 12K downloads combined

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

Metadata

License
mit
Languages
en
Quantizations
IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf abliterated uncensored en license:mit endpoints_compatible region:us conversational

Related

Total size
311 GB
Files
13
Quantizations
8
Registered
2026-08-22 13:56
Last updated on HF
2026-10-10 22:53

Files by quantization

Q8_0 1 file 48.7 GB
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q8_0.gguf 48.7 GB 9a9552fc download
Q6_K 1 file 37.6 GB
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q6_K.gguf 37.6 GB 3dc78bf2 download
Q5_K 2 files 64.0 GB
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q5_K_M.gguf 32.5 GB e39ef333 download
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q5_K_S.gguf 31.6 GB b7ae1735 download
Q4_K 2 files 53.7 GB
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q4_K_M.gguf 27.7 GB 79798306 download
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q4_K_S.gguf 26.0 GB c9b868a8 download
IQ4 1 file 24.6 GB
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.IQ4_XS.gguf 24.6 GB ed58dc72 download
Q3_K 3 files 65.5 GB
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q3_K_L.gguf 23.8 GB be312c69 download
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q3_K_M.gguf 21.9 GB eb1bbdcf download
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q3_K_S.gguf 19.9 GB 11081dc1 download
Q2_K 1 file 16.8 GB
Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated.Q2_K.gguf 16.8 GB 289b6f34 download
Auxiliary files 2 files 6.63 KB
README.md 4.13 KB 27729f46 download
.gitattributes 2.51 KB 09bec6dc download

README current version from Hugging Face


base_model: huihui-ai/Huihui-Kimi-Linear-48B-A3B-Instruct-abliterated
language:

  • en
    library_name: transformers
    license: mit
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • abliterated
  • uncensored

About

static quants of https://huggingface.co/huihui-ai/Huihui-Kimi-Linear-48B-A3B-Instruct-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/Huihui-Kimi-Linear-48B-A3B-Instruct-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 18.1
GGUF Q3_K_S 21.4
GGUF Q3_K_M 23.6 lower quality
GGUF Q3_K_L 25.6
GGUF IQ4_XS 26.6
GGUF Q4_K_S 28.1 fast, recommended
GGUF Q4_K_M 29.8 fast, recommended
GGUF Q5_K_S 34.0
GGUF Q5_K_M 35.0
GGUF Q6_K 40.5 very good quality
GGUF Q8_0 52.3 fast, best quality

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 5 versions

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

  1. 2026-10-10auto-patch README.md6a9af704.3 KB
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  2. 2026-02-19auto-patch README.md49298d64.1 KB
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  3. 2026-02-19auto-patch README.mdc5f35364 KB
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  4. 2026-02-19auto-patch README.mdaef8d6c3.3 KB
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  5. 2026-02-19uploaded from nico1f1f907c400 B
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