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culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-2Bit

culturerevolt Qwen 34B MoE second-order
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  • classification m3
  • files 9
  • hub_downloads_all_time 973
  • author_summary 10 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 · lifetime
973
69 last 30d - cooling
Likes
1
Model age
5mo ago
created 2026-05-06
Downloads over time
Now992→from129↑669%
864177471.1K129 on May 6992 on Oct 11MayJunJulAugSepOct
May 6 → Oct 11 · 62 snapshots · spans 158 days

Genealogy 0 direct forks

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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
Languages
en
Tags
transformers safetensors qwen3_moe text-generation 256k context Qwen3 Mixture of Experts MOE MOE Dense thinking reasoning GPT-5.1-High-Reasoning-Distill

Related

Total size
9.78 GB
Files
9
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-05-06 06:00

Files by quantization

Auxiliary files 9 files 9.79 GB
model-00001-of-00002.safetensors 4.96 GB 323de935 download
model-00002-of-00002.safetensors 4.83 GB 4f1ae1c4 download
tokenizer.json 10.9 MB be756060 download
model.safetensors.index.json 87.5 KB 0d6edaa4 download
config.json 8.29 KB d7f3f948 download
chat_template.jinja 4.94 KB 05bf3627 download
README.md 2.13 KB 678375ca download
.gitattributes 1.53 KB 52373fe2 download
tokenizer_config.json 485 B 3e31c88a download

README current version from Hugging Face


license: apache-2.0
base_model: DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored
tags:

  • 256k context
  • Qwen3
  • Mixture of Experts
  • MOE
  • MOE Dense
  • thinking
  • reasoning
  • GPT-5.1-High-Reasoning-Distill
  • Gemini-3-Pro-Preview-High-Reasoning-Distill
  • Claude-4.5-Opus-High-Reasoning-Distill
  • Claude-Sonnet-4-Reasoning-Distill
  • Kimi-K2-Thinking-Distill
  • Gemini-2.5-Flash-Distill
  • Gemini-2.5-Flash-Lite-Preview-Distill
  • gpt-oss-120b-Distill
  • GLM-Flash-4.6-Distill
  • Open-R1-Distill
  • Command-A-Reasoning-Distill
  • 2 experts
  • 4Bx12
  • All use cases
  • bfloat16
  • heretic
  • uncensored
  • decensored
  • abliterated
  • merge
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • not-for-all-audiences
  • mlx
  • mlx-my-repo
    pipeline_tag: text-generation
    language:
  • en
    library_name: transformers

culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-2Bit

The Model culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-2Bit was converted to MLX format from DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored using mlx-lm version 0.31.2.

Use with mlx

pip install mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("culturerevolt/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-mlx-2Bit")

prompt="hello"

if hasattr(tokenizer, "apply_chat_template") and tokenizer.chat_template is not None:
    messages = [{"role": "user", "content": prompt}]
    prompt = tokenizer.apply_chat_template(
        messages, tokenize=False, add_generation_prompt=True
    )

response = generate(model, tokenizer, prompt=prompt, verbose=True)

README history 1 version

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

  1. 2026-05-06Upload folder using huggingface_hub9f6a33f2.1 KB
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