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huihui-ai/Huihui-Qwen3.6-35B-A3B-abliterated-MTP-GGUF

huihui-ai Qwen 35B GGUF MoE multimodal 262K ctx
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Response includes
  • classification m8
  • files 10
  • benchmarks 11 entries
  • hub_downloads_all_time 269,813
  • author_summary 185 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 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • author=huihui-ai + is_gguf=1
  • M3 (huihui abliteration) wrapped in M8 (GGUF quantization)
Refusal direction extracted via
Extraction technique

huihui-ai layer-band extraction

Confidence
HIGH
Why we say so
producer=huihui-ai (documented layer-band methodology in model cards)
Downloads · lifetime
270K
107K last 30d - stable
Likes
51
Model age
4mo ago
created 2026-05-19
Downloads over time
Now321.5K→from0↑0%
0117.9K235.8K353.7K0 on May 19321.5K on Oct 12MayJunJulAugSepOct
May 19 → Oct 12 · 64 snapshots · spans 146 days

Benchmarks

Portrait before abliteration
Benchmarks of the base model as it stood before the refusal-removal operation. Compare with the numbers above to see what the operation cost.
Benchmark Score Source
Entertainment 1.4 UGI
Hazardous 0 UGI
Natural Intelligence 25.43 UGI
Political lean -19.6% UGI
Sensitive-Info 14.03 UGI
SocPol 2.6 UGI
UGI 16.02 UGI
Willingness (10) 2 UGI
W10-Adherence 0 UGI
W10-Direct 4 UGI
Writing 35.83 UGI

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Quantizations
F16 Q2_K Q3_K Q4_K Q5_K Q6_K Q8_0
Tags
transformers gguf abliterated uncensored GGUF MTP image-text-to-text base_model:Qwen/Qwen3.6-35B-A3B base_model:quantized:Qwen/Qwen3.6-35B-A3B license:apache-2.0 endpoints_compatible region:us

Related

Total size
201 GB
Files
10
Quantizations
8
Registered
2026-08-22 13:56
Last updated on HF
2026-05-19 13:01

Files by quantization

F16 2 files 67.0 GB
Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-f16.gguf 66.2 GB 930030d5 download
mmproj-model-f16.gguf 858 MB 41578def download
Q8_0 1 file 35.2 GB
Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-Q8_0.gguf 35.2 GB 1891e3ee download
Q6_K 1 file 27.2 GB
Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-Q6_K.gguf 27.2 GB 06aa67c9 download
Q5_K 1 file 23.6 GB
Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-Q5_K.gguf 23.6 GB 01a919f5 download
Q4_K 1 file 20.2 GB
Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-Q4_K.gguf 20.2 GB 63b75afb download
Q3_K 1 file 16.0 GB
Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-Q3_K.gguf 16.0 GB a2b82acc download
Q2_K 1 file 12.3 GB
Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-Q2_K.gguf 12.3 GB 85f446ff download
Auxiliary files 2 files 5.09 KB
README.md 2.92 KB 759f2653 download
.gitattributes 2.17 KB f314062b download

README current version from Hugging Face


library_name: transformers
license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3.6-35B-A3B/blob/main/LICENSE
pipeline_tag: image-text-to-text
base_model:

  • Qwen/Qwen3.6-35B-A3B
    tags:
  • abliterated
  • uncensored
  • GGUF
  • MTP

huihui-ai/Huihui-Qwen3.6-35B-A3B-abliterated-MTP-GGUF

This is an uncensored version of Qwen/Qwen3.6-35B-A3B created with abliteration (see remove-refusals-with-transformers to know more about it).
This is a crude, proof-of-concept implementation to remove refusals from an LLM model without using TransformerLens.

GGUF

Please use the latest version of ggml-org/llama.cpp

apt-get update
apt-get install pciutils build-essential cmake curl libcurl4-openssl-dev -y
git clone https://github.com/ggml-org/llama.cpp
cmake llama.cpp -B llama.cpp/build \
    -DBUILD_SHARED_LIBS=OFF -DGGML_CUDA=ON
cmake --build llama.cpp/build --config Release -j --clean-first --target llama-cli llama-mtmd-cli llama-server llama-gguf-split
cp llama.cpp/build/bin/llama-* llama.cpp
./llama.cpp/llama-cli \
    -m huihui-ai/Huihui-Qwen3.6-35B-A3B-abliterated-MTP-GGUF/Huihui-Qwen3.6-35B-A3B-abliterated-ggml-model-Q4_K.gguf \
    -ngl 99 -c 262144 -fa on -np 1 \
    --spec-type draft-mtp --spec-draft-n-max 6

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.

Donation

Your donation helps us continue our further development and improvement, a cup of coffee can do it.
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  bc1qqnkhuchxw0zqjh2ku3lu4hq45hc6gy84uk70ge
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README history 1 version

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

  1. 2026-05-19Create README.mdacd5abe2.9 KB
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