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jonathan-kellerai/Qwen3.5-9B-ultra-uncensored-heretic-fixed

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  • classification m3
  • files 16
  • author_summary 1 models
  • readme_text full
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Abliteration classifier · v1.0.0
M3
Primary method

Layer-wise ablation

Applied on top of direct removal inherited from the base model.
Confidence
HIGH
Inherited from base model
Why this label 2 signals
Producer identity confirmed by naming conventions, tags or the model card. This label is very unlikely to change.
  • 'heretic' in model name (Heretic-produced)
  • Heretic uses layer-wise optimization (M3) with underlying direction removal (M1)
Refusal direction extracted via
Extraction technique

Difference-of-means

Confidence
HIGH
Why we say so
name contains 'heretic'; Heretic default extraction is difference-of-means (Arditi 2024)
Downloads · 30-day
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0
Model age
today
created 2026-10-18

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Tags
safetensors qwen3_5 abliterated uncensored heretic base_model:Qwen/Qwen3.5-9B base_model:finetune:Qwen/Qwen3.5-9B license:apache-2.0 region:us

Related

Total size
18.0 GB
Files
16
Quantizations
1
Registered
2026-10-18 22:00
Last updated on HF
2026-10-18 21:33

Files by quantization

Auxiliary files 16 files 18.0 GB
model-00002-of-00004.safetensors 4.65 GB 7d424262 download
model-00003-of-00004.safetensors 4.61 GB 30e01e97 download
model-00001-of-00004.safetensors 4.60 GB 03b0b9cc download
model-00004-of-00004.safetensors 4.12 GB d4264c14 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 68.7 KB 97917317 download
tokenizer_config.json 16.3 KB eda48d3e download
LICENSE 11.3 KB f938136e download
chat_template.jinja 7.57 KB a585dec8 download
config.json 3.05 KB 273ce437 download
.gitattributes 1.53 KB 52373fe2 download
README.md 1.50 KB 2e65e1d8 download
preprocessor_config.json 390 B 2ea84a43 download
video_preprocessor_config.json 385 B 3ba673a5 download

README current version from Hugging Face


license: apache-2.0
base_model: Qwen/Qwen3.5-9B
base_model_relation: finetune
tags:

  • abliterated
  • uncensored
  • heretic

Qwen3.5-9B ultra-uncensored heretic (repaired)

This is a repaired copy of
llmfan46/Qwen3.5-9B-ultra-uncensored-heretic.
All credit for the abliterated language model goes to llmfan46.

What was repaired

  • Key renaming. The original checkpoint stored its language-model tensors under a
    mis-nested model.language_model.language_model.language_model.* prefix and its
    vision tower under model.language_model.visual.*. The language model and lm_head
    weights here are the heretic weights, renamed to the standard
    model.language_model.* layout.
  • Grafted vision tower. model.visual.* is the unmodified vision tower from
    Qwen/Qwen3.5-9B.
  • Grafted MTP head. The original checkpoint has no multi-token-prediction head.
    mtp.* is copied unmodified from Qwen/Qwen3.5-9B. The MTP head comes from the base
    model and is not abliterated.
  • Configuration, tokenizer, chat template and processor files are taken from
    Qwen/Qwen3.5-9B.
  • Precision restore. 48 language tensors (e.g. model.language_model.layers.0.linear_attn.A_log) were stored by the heretic checkpoint in BF16 while the base model stores them in F32. Each was verified to be exactly the base F32 tensor rounded to BF16, so the original F32 tensor from Qwen/Qwen3.5-9B is used.
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