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Kausik-A/Huihui-Qwen3.5-9B-abliterated-GGUF

Kausik-A Qwen 9B GGUF second-order 262K ctx
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Response includes
  • classification m8
  • files 12
  • benchmarks 11 entries
  • hub_downloads_all_time 6,878
  • author_summary 1 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
7K
647 last 30d - cooling
Likes
0
Model age
6mo ago
created 2026-03-22
Downloads over time
Now7.2K→from521↑1,283%
1872.7K5.3K7.9K521 on Mar 257.2K on Oct 12MarAprMayJunJulAugSepOct
Mar 25 → Oct 12 · 70 snapshots · spans 201 days

Benchmarks

Benchmark Score Source
Entertainment 0.9 UGI
Hazardous 1.8 UGI
Natural Intelligence 14.88 UGI
Political lean -6.0% UGI
Sensitive-Info 11.44 UGI
SocPol 0.9 UGI
UGI 37.63 UGI
Willingness (10) 9 UGI
W10-Adherence 9 UGI
W10-Direct 9 UGI
Writing 29.12 UGI

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Quantizations
F16 Q3_K Q4 Q4_K Q5_K Q6_K Q8_0
Tags
llama.cpp gguf qwen3.5 abliterated uncensored quantized text-generation base_model:huihui-ai/Huihui-Qwen3.5-9B-abliterated base_model:quantized:huihui-ai/Huihui-Qwen3.5-9B-abliterated license:apache-2.0 endpoints_compatible region:us

Related

Total size
67.8 GB
Files
12
Quantizations
8
Registered
2026-08-22 13:56
Last updated on HF
2026-03-22 07:15

Files by quantization

F16 1 file 16.7 GB
Huihui-Qwen3.5-9B-F16.gguf 16.7 GB 3fcbb501 download
Q8_0 1 file 8.87 GB
Huihui-Qwen3.5-9B-Q8_0.gguf 8.87 GB ef4a8550 download
Q6_K 1 file 6.85 GB
Huihui-Qwen3.5-9B-Q6_K.gguf 6.85 GB fba7ba43 download
Q5_K 2 files 11.9 GB
Huihui-Qwen3.5-9B-Q5_K_M.gguf 6.02 GB 02f0ae50 download
Huihui-Qwen3.5-9B-Q5_K_S.gguf 5.87 GB e89adf61 download
Q4_K 2 files 10.2 GB
Huihui-Qwen3.5-9B-Q4_K_M.gguf 5.24 GB fa6075d1 download
Huihui-Qwen3.5-9B-Q4_K_S.gguf 4.98 GB 45ed39eb download
Q4 1 file 4.95 GB
Huihui-Qwen3.5-9B-Q4_0.gguf 4.95 GB 6e55634f download
Q3_K 2 files 8.27 GB
Huihui-Qwen3.5-9B-Q3_K_M.gguf 4.31 GB 9cb315b6 download
Huihui-Qwen3.5-9B-Q3_K_S.gguf 3.97 GB cecc326e download
Auxiliary files 2 files 6.35 KB
README.md 4.23 KB 21293fa8 download
.gitattributes 2.12 KB 4e80ff94 download

README current version from Hugging Face


library_name: llama.cpp
license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3.5-9B/blob/main/LICENSE
pipeline_tag: text-generation
base_model:

  • huihui-ai/Huihui-Qwen3.5-9B-abliterated
    tags:
  • gguf
  • qwen3.5
  • abliterated
  • uncensored
  • quantized

Huihui-Qwen3.5-9B-abliterated GGUF

This repository contains GGUF quantized versions of huihui-ai/Huihui-Qwen3.5-9B-abliterated, converted using llama.cpp.

Model Lineage

Qwen/Qwen3.5-9B-Base (Alibaba)
    └── Qwen/Qwen3.5-9B (Alibaba) — Instruct fine-tune
        └── huihui-ai/Huihui-Qwen3.5-9B-abliterated (huihui-ai) — Abliteration via remove-refusals-with-transformers
            └── This GGUF repository (Kausik-A) — llama.cpp quantization

This is an uncensored version of Qwen/Qwen3.5-9B 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.

Model Info

  • Architecture: Qwen3.5 (32 layers, 4096 hidden size, 16 attention heads, 4 KV heads, 248,320 vocab size)
  • Context Length: 262,144 tokens
  • Original Size: ~17GB (F16)

Available Quantizations

File Type Size
Huihui-Qwen3.5-9B-Q3_K_S.gguf Q3_K_S 4.0GB
Huihui-Qwen3.5-9B-Q3_K_M.gguf Q3_K_M 4.4GB
Huihui-Qwen3.5-9B-Q4_0.gguf Q4_0 5.0GB
Huihui-Qwen3.5-9B-Q4_K_S.gguf Q4_K_S 5.0GB
Huihui-Qwen3.5-9B-Q4_K_M.gguf Q4_K_M 5.3GB
Huihui-Qwen3.5-9B-Q5_K_S.gguf Q5_K_S 5.9GB
Huihui-Qwen3.5-9B-Q5_K_M.gguf Q5_K_M 6.1GB
Huihui-Qwen3.5-9B-Q6_K.gguf Q6_K 6.9GB
Huihui-Qwen3.5-9B-Q8_0.gguf Q8_0 8.9GB
Huihui-Qwen3.5-9B-F16.gguf F16 17GB

Usage

llama-cli

llama-cli -m Huihui-Qwen3.5-9B-Q4_K_M.gguf -p "Hello, how are you?" -n 512

Ollama

Please use the latest version of ollama v0.17.7.

ollama run huihui_ai/qwen3.5-abliterated:9b

LM Studio

Simply drag and drop the GGUF file into LM Studio.

⚠️ 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.

License

Apache 2.0 — same license as the base Qwen3.5-9B model.

Credits

Component Author Link
Base model (Qwen3.5-9B) Alibaba Qwen/Qwen3.5-9B
Abliteration huihui-ai huihui-ai/Huihui-Qwen3.5-9B-abliterated
Abliteration tool Sumandora remove-refusals-with-transformers
Quantization framework ggerganov llama.cpp

README history 4 versions

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

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