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mradermacher/Huihui-Qwen3-4B-Instruct-2507-abliterated-GGUF

mradermacher Qwen 4B GGUF second-order 262K ctx
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m8
  • files 14
  • benchmarks 11 entries
  • hub_downloads_all_time 58,666
  • 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-Qwen3-4B-Instruct-2507-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.

What is a refusal direction? →
Downloads · lifetime
59K
12K last 30d - stable
Likes
14
Model age
14mo ago
created 2025-08-08
Downloads over time
Now64.2K→from1.6K↑3,933%
023.5K47K70.5K1.6K on Aug 6, 202564.2K on Oct 11Aug '25Oct '25Dec '25FebAprJunAugOct
Aug 6, 2025 → Oct 11 · 104 snapshots · spans 431 days

Benchmarks

Benchmark Score Source
Entertainment 0.8 UGI
Hazardous 1.2 UGI
Natural Intelligence 14 UGI
Political lean -24.0% UGI
Sensitive-Info 6.98 UGI
SocPol 0.2 UGI
UGI 32.99 UGI
Willingness (10) 8.5 UGI
W10-Adherence 9 UGI
W10-Direct 8 UGI
Writing 27.81 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 · 14K 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
Quantizations
F16 IQ4 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf abliterated uncensored en base_model:huihui-ai/Huihui-Qwen3-4B-Instruct-2507-abliterated base_model:quantized:huihui-ai/Huihui-Qwen3-4B-Instruct-2507-abliterated license:apache-2.0 endpoints_compatible region:us conversational

Related

Total size
33.9 GB
Files
14
Quantizations
9
Registered
2026-08-22 13:56
Last updated on HF
2025-08-08 00:52

Files by quantization

F16 1 file 7.50 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.f16.gguf 7.50 GB a02397d9 download
Q8_0 1 file 3.99 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q8_0.gguf 3.99 GB f3b6a790 download
Q6_K 1 file 3.08 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q6_K.gguf 3.08 GB af2b4220 download
Q5_K 2 files 5.32 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q5_K_M.gguf 2.69 GB 3b50bafc download
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q5_K_S.gguf 2.63 GB 874d8e1d download
Q4_K 2 files 4.55 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q4_K_M.gguf 2.33 GB b1324e2f download
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q4_K_S.gguf 2.22 GB 2997a9c3 download
IQ4 1 file 2.13 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.IQ4_XS.gguf 2.13 GB 58563093 download
Q3_K 3 files 5.78 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q3_K_L.gguf 2.09 GB 962e2487 download
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q3_K_M.gguf 1.93 GB 99b57b42 download
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q3_K_S.gguf 1.76 GB ae164a1f download
Q2_K 1 file 1.55 GB
Huihui-Qwen3-4B-Instruct-2507-abliterated.Q2_K.gguf 1.55 GB f68f240d download
Auxiliary files 2 files 6.76 KB
README.md 4.23 KB 023ee6e5 download
.gitattributes 2.53 KB 499b040d download

README current version from Hugging Face


base_model: huihui-ai/Huihui-Qwen3-4B-Instruct-2507-abliterated
language:


About

static quants of https://huggingface.co/huihui-ai/Huihui-Qwen3-4B-Instruct-2507-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-Qwen3-4B-Instruct-2507-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 1.8
GGUF Q3_K_S 2.0
GGUF Q3_K_M 2.2 lower quality
GGUF Q3_K_L 2.3
GGUF IQ4_XS 2.4
GGUF Q4_K_S 2.5 fast, recommended
GGUF Q4_K_M 2.6 fast, recommended
GGUF Q5_K_S 2.9
GGUF Q5_K_M 3.0
GGUF Q6_K 3.4 very good quality
GGUF Q8_0 4.4 fast, best quality
GGUF f16 8.2 16 bpw, overkill

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 2 versions

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

  1. 2025-08-08auto-patch README.mdc9e90664.2 KB
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  2. 2025-08-08uploaded from rich1efde840393 B
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