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nightmedia/gemma-4-12B-it-uncensored-heretic-mxfp8-mlx

nightmedia Gemma 12B second-order
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Response includes
  • classification m3
  • files 12
  • author_summary 51 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
173
↑ 225% in 90 days
Likes
0
Model age
3mo ago
created 2026-06-22
Downloads over time
Now1.8K→from561↑225%
4989811.5K1.9K561 on Jun 241.8K on Sep 5JunJulAugSep
Jun 24 → Sep 5 · 19 snapshots · spans 73 days

Genealogy 0 direct forks

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Metadata

License
apache-2.0
Tags
mlx safetensors gemma4_unified nightmedia gemma4 gemma google mxfp8 any-to-any base_model:llmfan46/gemma-4-12B-it-uncensored-heretic base_model:quantized:llmfan46/gemma-4-12B-it-uncensored-heretic license:apache-2.0

Related

Total size
11.5 GB
Files
12
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-06-22 13:25

Files by quantization

Auxiliary files 12 files 11.5 GB
model-00001-of-00003.safetensors 5.00 GB 3772e433 download
model-00002-of-00003.safetensors 4.96 GB a18294d6 download
model-00003-of-00003.safetensors 1.54 GB 10c1c780 download
tokenizer.json 30.7 MB a2619fe1 download
model.safetensors.index.json 99.7 KB 9566984f download
chat_template.jinja 20.6 KB db180326 download
config.json 5.65 KB 44994ef2 download
tokenizer_config.json 2.76 KB 72bf0fde download
.gitattributes 1.53 KB 52373fe2 download
README.md 1.19 KB d48edbd0 download
processor_config.json 868 B 62a14d5c download
generation_config.json 273 B e41ee7af download

README current version from Hugging Face


license: apache-2.0
license_link: https://ai.google.dev/gemma/docs/gemma_4_license
pipeline_tag: any-to-any
base_model: llmfan46/gemma-4-12B-it-uncensored-heretic
tags:

  • nightmedia
  • gemma4
  • gemma
  • google
  • gemma4_unified
  • mxfp8
  • mlx

gemma-4-12B-it-uncensored-heretic-mxfp8-mlx

Brainwaves

         arc   arc/e boolq hswag obkqa piqa  wino
mxfp8    ...coming soon

Quant    Perplexity      Peak Memory   Tokens/sec
mxfp8   180.474 ± 3.118  19.42 GB      398

Baseline model

google/gemma-4-12B-it

         arc   arc/e boolq hswag obkqa piqa  wino
mxfp8    0.385,0.527,0.766,0.509,0.386,0.664,0.579

Quant    Perplexity      Peak Memory   Tokens/sec
mxfp8   175.766 ± 3.092  19.42 GB      463

Use with mlx

pip install mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("gemma-4-12B-it-uncensored-heretic-mxfp8-mlx")

prompt = "hello"

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

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

README history 3 versions

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

  1. 2026-06-22Update README.md20c9f4b1.2 KB
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  2. 2026-06-22Update README.md471b2da760 B
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  3. 2026-06-22Add files using upload-large-folder tool549824c523 B
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