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huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF

huihui-ai 27B GGUF multimodal 262K ctx
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Response includes
  • classification m8
  • files 9
  • hub_downloads_all_time 23,196
  • author_summary 184 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
23K
3K last 30d - stable
Likes
24
Model age
3mo ago
created 2026-06-19
Downloads over time
Now25.7K→from191↑13,350%
09.4K18.8K28.3K191 on Jun 1725.7K on Oct 11JunJulAugSepOct
Jun 17 → Oct 11 · 59 snapshots · spans 116 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.

Metadata

License
mit
Languages
en zh
Quantizations
F16 Q4_K
Tags
gguf multimodal vision-language audio agent video-understanding long-context abliterated uncensored GGUF en zh

Related

Total size
93.5 GB
Files
9
Quantizations
3
Registered
2026-08-22 13:56
Last updated on HF
2026-06-21 09:09

Files by quantization

F16 3 files 76.0 GB
Huihui-Qwable-3.6-27b-abliterated_F16.gguf 50.1 GB 3ee973e3 download
Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_F16.gguf 25.1 GB 3b32ab23 download
mmproj-model-f16.gguf 885 MB dca6010f download
Q4_K 1 file 18.3 GB
Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_Q8.gguf 18.3 GB b331ec2d download
Auxiliary files 5 files 25.2 MB
Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_Q8.gguf.info.txt 8.40 MB 051b4372 download
Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_F16.gguf.info.txt 8.40 MB 78861403 download
Huihui-Qwable-3.6-27b-abliterated_F16.gguf.info.txt 8.40 MB 428a15a2 download
README.md 4.73 KB 9bc71eee download
.gitattributes 1.78 KB ee4b5b69 download

README current version from Hugging Face


license: mit
language:

  • en
  • zh
    base_model:
  • Mia-AiLab/Qwable-3.6-27b
    tags:
  • multimodal
  • vision-language
  • audio
  • agent
  • video-understanding
  • long-context
  • abliterated
  • uncensored
  • GGUF

extra_gated_prompt: >-
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.

huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF

This is an uncensored version of Mia-AiLab/Qwable-3.6-27b created with abliteration.

This ablation was performed entirely using llama.cpp's GGUF model, without relying on Transformers,

For the specific ablation method, please refer to cvector-generator.

GGUF

Use the llama.cpp split program to merge model (llama-gguf-split needs to be compiled.),

huggingface-cli download huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF --local-dir ./huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF --token xxx


llama-cli -m huihui-ai/Huihui-Qwable-3.6-27b-abliterated-GGUF\Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_Q8.gguf -c 8192

Files

File Size out (ffn_down/ssm_out/attn_output) Everything else
Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_Q8.gguf 18.3 GiB (ffn_down/ssm_out/attn_output) (Q8_0) (ffn_gate/ssm_out/ffn_up) (Q4_K), (attn_v/attn_qkv) (Q6_K)
Huihui-Qwable-3.6-27b-abliterated-Q4_K_M_F16.gguf 25.0 GiB (ffn_down/ssm_out/attn_output) (F16) (ffn_gate/ssm_out/ffn_up) (Q4_K), (attn_v/attn_qkv) (Q6_K)
Huihui-Qwable-3.6-27b-abliterated-F16.gguf 50.1 GiB (ffn_down/ssm_out/attn_output) (F16) (ffn_gate/ssm_out/ffn_up) (F16) , (attn_v/attn_qkv) (F16)

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

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README history 9 versions

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

  1. 2026-06-19Update README.mded5d2c14.7 KB
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  9. 2026-06-19Create README.mdaf302304.9 KB
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