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beaupi/Huihui-Qwen3.5-35B-A3B-abliterated-oQ4

beaupi Qwen 4.0B MoE multimodal
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curl -H "Authorization: Bearer $ABL_KEY" \
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Response includes
  • classification m1
  • files 15
  • benchmarks 11 entries
  • hub_downloads_all_time 61
  • author_summary 4 models
  • readme_text full
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Abliteration classifier · v1.0.0
M1
Primary method

Direct removal

No other method signals detected in this model.
Confidence
MEDIUM
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=0 (base model)
  • no specific method indicators - defaulting to M1 (most common)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
MEDIUM
Why we say so
primary_method=M1; difference-of-means is the reference extraction for M1/M3 (Arditi 2024)
Downloads · lifetime
61
17 last 30d - stable
Likes
0
Model age
6mo ago
created 2026-04-02
Downloads over time
Now65→from20↑225%
1835527020 on Apr 1565 on Oct 1165 on Oct 4AprMayJunJulAugSepOct
Apr 15 → Oct 11 · 65 snapshots · spans 179 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 0.8 UGI
Hazardous 4.1 UGI
Natural Intelligence 24.97 UGI
Political lean -20.7% UGI
Sensitive-Info 20.98 UGI
SocPol 2.1 UGI
UGI 23.15 UGI
Willingness (10) 2.8 UGI
W10-Adherence 1.5 UGI
W10-Direct 4 UGI
Writing 37 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.

Metadata

License
apache-2.0
Tags
transformers safetensors qwen3_5_moe image-text-to-text abliterated uncensored conversational base_model:Qwen/Qwen3.5-35B-A3B base_model:quantized:Qwen/Qwen3.5-35B-A3B license:apache-2.0 endpoints_compatible 4-bit

Related

Total size
16.8 GB
Files
15
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-04-02 05:20

Files by quantization

Auxiliary files 15 files 16.9 GB
model-00001-of-00004.safetensors 4.78 GB cfcb6e97 download
model-00002-of-00004.safetensors 4.78 GB 4856be9d download
model-00003-of-00004.safetensors 4.75 GB 1747b96e download
model-00004-of-00004.safetensors 2.53 GB 452dec8c download
tokenizer.json 12.2 MB 5f9e4d49 download
vocab.json 6.41 MB 0aa0ce06 download
merges.txt 3.20 MB a494e019 download
model.safetensors.index.json 23.7 KB 481b66d9 download
tokenizer_config.json 16.3 KB eda48d3e download
chat_template.jinja 7.57 KB a585dec8 download
README.md 3.26 KB 2d422c99 download
config.json 3.15 KB 7c60ac9f download
.gitattributes 1.53 KB 52373fe2 download
preprocessor_config.json 390 B 2ea84a43 download
generation_config.json 244 B 5ff346d6 download

README current version from Hugging Face


library_name: transformers
license: apache-2.0
license_link: https://huggingface.co/Qwen/Qwen3.5-35B-A3B/blob/main/LICENSE
pipeline_tag: image-text-to-text
base_model:

  • Qwen/Qwen3.5-35B-A3B
    tags:
  • abliterated
  • uncensored

huihui-ai/Huihui-Qwen3.5-35B-A3B-abliterated

This is an uncensored version of Qwen/Qwen3.5-35B-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.

ollama

Please use the latest version of ollama v0.17.5

You can use huihui_ai/qwen3.5-abliterated:35b directly,

ollama run huihui_ai/qwen3.5-abliterated:35b

chat_template-vl-think.jinja

We have added a new file named chat_template-vl-think.jinja, which comes from the path huihui-ai/Huihui-Qwen3-VL-30B-A3B-Thinking-abliterated. This template file supports the think mode.

The new file chat_template-vl.jinja is more compatible with using Tool Calling in llama-server,
especially when opencode and oh-my-opencodeis involved.

This will help prevent 500 error messages from occurring in the llama-server.

How to use it

Add --chat-template-file /path/chat_template-vl-think.jinja after the llama-server command.

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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README history 1 version

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

  1. 2026-04-02Upload Huihui-Qwen3.5-35B-A3B-abliterated-oQ4 via oMLX196a3703.3 KB
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