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mradermacher/Huihui-MiniCPM5-1B-abliterated-i1-GGUF

mradermacher Llama 1B GGUF second-order 131K ctx
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Response includes
  • classification m8
  • files 27
  • hub_downloads_all_time 6,264
  • 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-MiniCPM5-1B-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
6K
1K last 30d - stable
Likes
3
Model age
4mo ago
created 2026-06-02
Downloads over time
Now6.6K→from0↑0%
02.4K4.9K7.3K0 on Jun 26.6K on Oct 12JunJulAugSepOct
Jun 2 → Oct 12 · 60 snapshots · spans 132 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
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 minicpm minicpm5 llama text-generation long-context tool-calling on-device edge-ai abliterated uncensored

Related

Total size
12.8 GB
Files
27
Quantizations
11
Registered
2026-08-22 13:56
Last updated on HF
2026-06-02 17:39

Files by quantization

Q6_K 1 file 851 MB
Huihui-MiniCPM5-1B-abliterated.i1-Q6_K.gguf 851 MB 0b56b373 download
Q5_K 2 files 1.45 GB
Huihui-MiniCPM5-1B-abliterated.i1-Q5_K_M.gguf 750 MB 9fa847bb download
Huihui-MiniCPM5-1B-abliterated.i1-Q5_K_S.gguf 739 MB bc098eee download
Q4 2 files 1.29 GB
Huihui-MiniCPM5-1B-abliterated.i1-Q4_1.gguf 687 MB 7017ed9f download
Huihui-MiniCPM5-1B-abliterated.i1-Q4_0.gguf 635 MB 2cc420c6 download
Q4_K 2 files 1.26 GB
Huihui-MiniCPM5-1B-abliterated.i1-Q4_K_M.gguf 656 MB 145427f5 download
Huihui-MiniCPM5-1B-abliterated.i1-Q4_K_S.gguf 637 MB a5567e11 download
IQ4 2 files 1.22 GB
Huihui-MiniCPM5-1B-abliterated.i1-IQ4_NL.gguf 635 MB babba371 download
Huihui-MiniCPM5-1B-abliterated.i1-IQ4_XS.gguf 609 MB 78499d09 download
Q3_K 3 files 1.62 GB
Huihui-MiniCPM5-1B-abliterated.i1-Q3_K_L.gguf 585 MB a5e2efdf download
Huihui-MiniCPM5-1B-abliterated.i1-Q3_K_M.gguf 556 MB 1e3e101f download
Huihui-MiniCPM5-1B-abliterated.i1-Q3_K_S.gguf 523 MB 4c5cc61e download
IQ3 4 files 1.99 GB
Huihui-MiniCPM5-1B-abliterated.i1-IQ3_M.gguf 536 MB 99676df4 download
Huihui-MiniCPM5-1B-abliterated.i1-IQ3_S.gguf 524 MB b37ae804 download
Huihui-MiniCPM5-1B-abliterated.i1-IQ3_XS.gguf 509 MB 67a00911 download
Huihui-MiniCPM5-1B-abliterated.i1-IQ3_XXS.gguf 467 MB 1bc2bf2f download
Q2_K 2 files 908 MB
Huihui-MiniCPM5-1B-abliterated.i1-Q2_K.gguf 463 MB 34afa85e download
Huihui-MiniCPM5-1B-abliterated.i1-Q2_K_S.gguf 444 MB 1d4eef67 download
IQ2 4 files 1.58 GB
Huihui-MiniCPM5-1B-abliterated.i1-IQ2_M.gguf 439 MB d4fdfcf2 download
Huihui-MiniCPM5-1B-abliterated.i1-IQ2_S.gguf 422 MB ce17609f download
Huihui-MiniCPM5-1B-abliterated.i1-IQ2_XS.gguf 390 MB df07806b download
Huihui-MiniCPM5-1B-abliterated.i1-IQ2_XXS.gguf 371 MB 97e4e62b download
IQ1 2 files 686 MB
Huihui-MiniCPM5-1B-abliterated.i1-IQ1_M.gguf 349 MB e7b22d83 download
Huihui-MiniCPM5-1B-abliterated.i1-IQ1_S.gguf 336 MB c520e085 download
Auxiliary files 3 files 1.35 MB
Huihui-MiniCPM5-1B-abliterated.imatrix.gguf 1.34 MB bc275d9c download
README.md 6.68 KB f1b7fafa download
.gitattributes 3.47 KB be857892 download

README current version from Hugging Face


base_model: huihui-ai/Huihui-MiniCPM5-1B-abliterated
language:

  • en
  • zh
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • minicpm
  • minicpm5
  • llama
  • text-generation
  • long-context
  • tool-calling
  • on-device
  • edge-ai
  • abliterated
  • uncensored

About

weighted/imatrix quants of https://huggingface.co/huihui-ai/Huihui-MiniCPM5-1B-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-MiniCPM5-1B-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 0.5 for the desperate
GGUF i1-IQ1_M 0.5 mostly desperate
GGUF i1-IQ2_XXS 0.5
GGUF i1-IQ2_XS 0.5
GGUF i1-IQ2_S 0.5
GGUF i1-IQ2_M 0.6
GGUF i1-Q2_K_S 0.6 very low quality
GGUF i1-Q2_K 0.6 IQ3_XXS probably better
GGUF i1-IQ3_XXS 0.6 lower quality
GGUF i1-IQ3_XS 0.6
GGUF i1-Q3_K_S 0.6 IQ3_XS probably better
GGUF i1-IQ3_S 0.6 beats Q3_K*
GGUF i1-IQ3_M 0.7
GGUF i1-Q3_K_M 0.7 IQ3_S probably better
GGUF i1-Q3_K_L 0.7 IQ3_M probably better
GGUF i1-IQ4_XS 0.7
GGUF i1-IQ4_NL 0.8 prefer IQ4_XS
GGUF i1-Q4_0 0.8 fast, low quality
GGUF i1-Q4_K_S 0.8 optimal size/speed/quality
GGUF i1-Q4_K_M 0.8 fast, recommended
GGUF i1-Q4_1 0.8
GGUF i1-Q5_K_S 0.9
GGUF i1-Q5_K_M 0.9
GGUF i1-Q6_K 1.0 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 2 versions

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

  1. 2026-06-02auto-patch README.md98abd086.7 KB
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  2. 2026-06-02uploaded from backb85b063486 B
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