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tachyphylaxis/Huihui-GLM-4.5-Air-abliterated-GGUF

tachyphylaxis Glm GGUF 131K ctx
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Response includes
  • classification m8
  • files 2
  • benchmarks 16 entries
  • hub_downloads_all_time 1,866
  • author_summary 5 models
  • readme_text full
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Abliteration classifier · v1.0.0
M8
Primary method

Repackaging (quantization)

Applied on top of direct removal inherited from the base model.
Confidence
MEDIUM
Inherited from base model
Why this label 3 signals
Method inferred from partial signals - repository name, related files, or tag patterns. Producer identity not confirmed; label may sharpen or shift as we gather more evidence.
  • 'abliterated' in name/tags
  • is_gguf=1
  • assume M1 (base ablation) + M8 (GGUF quant) - default when producer unknown
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
2K
416 last 30d - stable
Likes
2
Model age
14mo ago
created 2025-08-15
Downloads over time
Now2.2K→from0↑0%
08021.6K2.4K0 on Aug 13, 20252.2K on Oct 12Aug '25Oct '25Dec '25FebAprJunAugOct
Aug 13, 2025 → Oct 12 · 101 snapshots · spans 425 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
Arena-Battles 10200 LM-Arena
LM Arena Elo 1389.858268635106 LM-Arena
Arena-Elo-Lower 1383.6290541907408 LM-Arena
Arena-Elo-Upper 1396.0874830794712 LM-Arena
Arena-Rank 20 LM-Arena
Entertainment 3.5 UGI
Hazardous 4.1 UGI
Natural Intelligence 33.3 UGI
Political lean -23.5% UGI
Sensitive-Info 37.19 UGI
SocPol 3.7 UGI
UGI 30.62 UGI
Willingness (10) 1.8 UGI
W10-Adherence 1.5 UGI
W10-Direct 2 UGI
Writing 41.96 UGI

Genealogy 0 direct forks

Full fork graph →

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Metadata

License
mit
Languages
en zh
Tags
transformers gguf abliterated uncensored GGUF text-generation en zh base_model:zai-org/GLM-4.5-Air base_model:quantized:zai-org/GLM-4.5-Air license:mit endpoints_compatible

Related

Total size
0 B
Files
2
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2025-08-15 21:26

Files by quantization

Auxiliary files 2 files 6.98 KB
README.md 4.40 KB a32d2a6b download
.gitattributes 2.58 KB f5ec9089 download

README current version from Hugging Face


language:

  • en
  • zh
    library_name: transformers
    license: mit
    pipeline_tag: text-generation
    base_model:
  • zai-org/GLM-4.5-Air
    tags:
  • 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-GLM-4.5-Air-abliterated-GGUF

This is an uncensored version of zai-org/GLM-4.5-Air 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.

Download and merge

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

Q3_K_M-GGUF and
Q4_K_M-GGUF

huggingface-cli download huihui-ai/Huihui-GLM-4.5-Air-abliterated-GGUF --local-dir ./huihui-ai/Huihui-GLM-4.5-Air-abliterated-GGUF --token xxx

mkdir huihui-ai/Huihui-GLM-4.5-Air-abliterated-GGUF/Q3_K_M-GGUF

llama-gguf-split --merge huihui-ai/Huihui-GLM-4.5-Air-abliterated-GGUF/Q3_K_M-GGUF/Q3_K_M-GGUF-00001-of-00015.gguf huihui-ai/Huihui-GLM-4.5-Air-abliterated-GGUF/Q3_K_M.gguf

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 1 version

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

  1. 2025-08-15Duplicate from huihui-ai/Huihui-GLM-4.5-Air-abliterated-GGUFa3f4eb04.4 KB
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Discussions 1 thread

  1. 2025-08-16Any chance of getting the Safetensor files so we can convert to MLX?open2 💬#1
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