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cs2764/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-6bit-abliterated-mlx

cs2764 Qwen 27B
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Response includes
  • classification m1
  • files 13
  • hub_downloads_all_time 1,748
  • author_summary 28 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
2K
42 last 30d - cooling
Likes
2
Model age
7mo ago
created 2026-03-08
Downloads over time
Now1.8K→from534↑230%
4739441.4K1.9K534 on Mar 111.8K on Oct 11MarAprMayJunJulAugSepOct
Mar 11 → Oct 11 · 70 snapshots · spans 214 days

Metadata

License
other
Tags
mlx safetensors qwen3_5 abliteration uncensored experimental license:other 6-bit region:us

Related

Total size
21.8 GB
Files
13
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-03-08 06:40

Files by quantization

Auxiliary files 13 files 21.8 GB
model-00002-of-00005.safetensors 5.36 GB 1c3855db download
model-00003-of-00005.safetensors 5.35 GB 64133342 download
model-00001-of-00005.safetensors 5.31 GB 5ab89dcd download
model-00004-of-00005.safetensors 4.80 GB 86238187 download
model-00005-of-00005.safetensors 985 MB dbc821a5 download
tokenizer.json 19.1 MB 87a7830d download
model.safetensors.index.json 185 KB 833de0b9 download
config.json 4.06 KB ab4a2945 download
chat_template.jinja 3.95 KB 609532bf download
README.md 2.00 KB 619788a4 download
.gitattributes 1.53 KB 52373fe2 download
abliteration_log.json 1.29 KB 102cc886 download
tokenizer_config.json 1.17 KB 594fd860 download

README current version from Hugging Face


tags:

  • mlx
  • abliteration
  • uncensored
  • experimental
    license: other

Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-6bit-mlx-abliterated

This model was created using the mlx-abliteration toolkit,
which is based on the FiditeNemini/mlx-abliteration project.

Base Model

Original model: ./outputs/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-6bit-mlx (local path)

What is Abliteration?

Abliteration is a mechanistic interpretability technique that identifies and orthogonalizes the
"refusal direction" in a model's activation space, surgically removing refusal behavior without
full fine-tuning.

Abliteration Parameters

Parameter Value
Base model ./outputs/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-6bit-mlx
Ablation method projection
Refusal vector policy per-layer
Refusal direction method projected
Ablation strength 2.0
Probed layers all
PCA components (ablate-k) 1
Attention only False
Excluded modules none
Timestamp 2026-03-08T06:34:47 UTC

⚠️ Disclaimer

This model is intended for research, experimentation, and testing purposes only.

  • This model may produce harmful, offensive, inappropriate, or otherwise objectionable content.
  • The abliteration process removes safety guardrails that were intentionally built into the original model.
  • Do not use this model in production systems, consumer-facing applications, or any context
    where harmful outputs could cause real-world harm.
  • The authors and contributors of this toolkit bear no responsibility for any misuse of this model
    or any harm caused by outputs generated by this model.
  • By using this model, you agree that you are solely responsible for ensuring its use complies
    with all applicable laws and ethical guidelines.

This model is shared purely for academic and technical exploration of model internals.

README history 1 version

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

  1. 2026-03-08Add files using upload-large-folder tool899c7452 KB
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