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messc57546g/Qwen3.5-27B-abliterated-ko

messc57546g Qwen 27B
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Response includes
  • classification m1
  • files 21
  • author_summary 1 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)
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Model age
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created 2026-10-26

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Tags
safetensors qwen3_5 abliterated uncensored decensored heretic not-for-all-audiences text-generation conversational base_model:Qwen/Qwen3.5-27B base_model:finetune:Qwen/Qwen3.5-27B license:apache-2.0

Related

Total size
51.0 GB
Files
21
Quantizations
1
Registered
2026-10-26 05:01
Last updated on HF
2026-10-26 04:53

Files by quantization

Auxiliary files 21 files 51.0 GB
model-00005-of-00012.safetensors 4.64 GB cbe4c6f3 download
model-00008-of-00012.safetensors 4.63 GB 937fdedc download
model-00011-of-00012.safetensors 4.62 GB e68b86cf download
model-00003-of-00012.safetensors 4.62 GB d3787164 download
model-00009-of-00012.safetensors 4.62 GB fa19687e download
model-00010-of-00012.safetensors 4.59 GB 2f9b53b1 download
model-00007-of-00012.safetensors 4.59 GB ee1fabf5 download
model-00006-of-00012.safetensors 4.58 GB e6be8a02 download
model-00004-of-00012.safetensors 4.58 GB cd029513 download
model-00002-of-00012.safetensors 4.51 GB 7ee32a45 download
model-00012-of-00012.safetensors 2.60 GB 55c51322 download
model-00001-of-00012.safetensors 2.37 GB 4c1ebaab download
tokenizer.json 19.1 MB a5cd9732 download
model.safetensors.index.json 109 KB cc8da4e6 download
chat_template.jinja 7.57 KB a585dec8 download
config.json 3.61 KB bdce01be download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 1.47 KB be6a686f download
README.md 1.44 KB 5effe88b download
processor_config.json 1.19 KB 43c4343e download
generation_config.json 214 B be602233 download

README current version from Hugging Face


license: apache-2.0
base_model: Qwen/Qwen3.5-27B
tags:

  • abliterated
  • uncensored
  • decensored
  • heretic
  • not-for-all-audiences
    pipeline_tag: text-generation

Qwen3.5-27B-abliterated-ko

An abliterated (decensored) version of Qwen/Qwen3.5-27B,
produced with heretic (automatic ablation
via Optuna-searched LoRA direction, 4-bit bitsandbytes quantization during search,
merged back to full precision).

Details

  • Base model: Qwen/Qwen3.5-27B (dense, 27.8B params)
  • Method: heretic (Arbitrary-Rank Ablation / ARA), 100 Optuna trials searching
    layer range, ablation weights, and neighbor count
  • Selected trial: Pareto-optimal point balancing refusal reduction vs.
    preserved output quality/KL divergence from the original model
  • Export: full merged model (not a LoRA adapter) - drop-in replacement for
    the base model's weights

Intended use / caution

This model has had its built-in refusal behavior deliberately reduced. It will
comply with a much wider range of requests than the base model, including ones
the base model would normally refuse. Use responsibly and in accordance with
your local laws. No additional safety fine-tuning has been applied beyond
what the base model shipped with.

Benchmarks

Not yet run - planned after further fine-tuning.

Credits

  • Base model by the Qwen team
  • Abliteration tooling: p-e-w/heretic

README history 1 version

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

  1. 2026-10-26Add model card1224cd41.4 KB
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