← back to catalog · registered 2026-09-18 18:56

mradermacher/Huihui-NeoHorse-1-4B-abliterated-i1-GGUF

mradermacher 4B GGUF second-order
curl -H "Authorization: Bearer $ABL_KEY" \
     "https://abliteration.org/api/v1/models/mradermacher%2FHuihui-NeoHorse-1-4B-abliterated-i1-GGUF"
Response includes
  • classification m8
  • files 3
  • author_summary 3235 models
  • readme_text full
10 credits · hourly refresh · ~4 KB payload Get an API key →
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-NeoHorse-1-4B-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 · 30-day
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Model age
today
created 2026-09-18

Genealogy 0 direct forks

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Variants by this author 2 formats · 0 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 agentic tool-use coding reasoning instruction-following abliterated uncensored huihui en base_model:huihui-ai/Huihui-NeoHorse-1-4B-abliterated

Related

Total size
3.46 MB
Files
3
Quantizations
1
Registered
2026-09-18 18:56
Last updated on HF
2026-09-18 18:15

Files by quantization

Auxiliary files 3 files 3.46 MB
Huihui-NeoHorse-1-4B-abliterated.imatrix.gguf 3.46 MB b4f07512 download
README.md 2.52 KB 5cf4d639 download
.gitattributes 1.56 KB 11935135 download

README current version from Hugging Face


base_model: huihui-ai/Huihui-NeoHorse-1-4B-abliterated
language:

  • en
    library_name: transformers
    license: apache-2.0
    mradermacher:
    readme_rev: 1
    quantized_by: mradermacher
    tags:
  • agentic
  • tool-use
  • coding
  • reasoning
  • instruction-following
  • abliterated
  • uncensored
  • huihui

About

weighted/imatrix quants of https://huggingface.co/huihui-ai/Huihui-NeoHorse-1-4B-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-NeoHorse-1-4B-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)

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.

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