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nightmedia/Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored-mxfp4-mlx

nightmedia Qwen 27B multimodal second-order
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  • classification m3
  • files 15
  • 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
95
↑ 661% in 90 days
Likes
2
Model age
7mo ago
created 2026-03-02

Training datasets

Corpora the author lists in the model card. Datasets tracked in our /datasets catalog carry a category badge linking to the workflow stage. Others open on Hugging Face.

Downloads over time
Now5.7K→from750↑661%
5022.4K4.3K6.2K750 on Mar 45.7K on Sep 8MarAprMayJunJulAugSep
Mar 4 → Sep 8 · 38 snapshots · spans 188 days

Genealogy 0 direct forks

Full fork graph →

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 zh
Tags
transformers safetensors qwen3_5 image-text-to-text unsloth heretic uncensored abliterated fine tune creative creative writing fiction writing

Related

Total size
14.2 GB
Files
15
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-03-08 22:50

Files by quantization

Auxiliary files 15 files 14.2 GB
model-00002-of-00003.safetensors 4.98 GB 1ac09ea2 download
model-00001-of-00003.safetensors 4.98 GB 70103c97 download
model-00003-of-00003.safetensors 4.21 GB 81c69fd6 download
tokenizer.json 19.1 MB 87a7830d download
vocab.json 6.41 MB 0aa0ce06 download
model.safetensors.index.json 163 KB 61792897 download
chat_template.jinja 7.57 KB a585dec8 download
config.json 4.47 KB a23f4db7 download
README.md 2.27 KB 350e4582 download
.gitattributes 1.53 KB 52373fe2 download
processor_config.json 1.27 KB 7ad6acdf download
tokenizer_config.json 1.11 KB a068e246 download
preprocessor_config.json 390 B 2ea84a43 download
video_preprocessor_config.json 385 B 3ba673a5 download
generation_config.json 213 B 8c8412a2 download

README current version from Hugging Face


language:

  • en
  • zh
    license: apache-2.0
    tags:
  • unsloth
  • heretic
  • uncensored
  • abliterated
  • fine tune
  • creative
  • creative writing
  • fiction writing
  • plot generation
  • sub-plot generation
  • fiction writing
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • roleplaying
  • bfloat16
  • all use cases
  • transformers
  • mlx
    library_name: transformers
    pipeline_tag: image-text-to-text
    datasets:
  • TeichAI/polaris-alpha-1000x
    base_model:
  • DavidAU/Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored

Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored-mxfp4-mlx

Brainwaves from the non-Heretic model shown

          arc   arc/e boolq hswag obkqa piqa  wino
mxfp4     0.473,0.548,0.709,0.728,0.396,0.777,0.753

Quant     Perplexity      Peak Memory
qx64-hi   3.931 ± 0.025   26.62 GB

Similar thinking models

TeichAI/Qwen3.5-27b-Opus-4.6-Distill
qx64-hi   0.459,0.542,0.724,0.764,0.402,0.790,0.783

DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Thinking
mxfp8     0.485,0.566,0.875,0.746,0.408,0.789,0.730

Instruct models

DavidAU/Qwen3.5-27B-Claude-4.6-OS-INSTRUCT
mxfp8     0.675,0.827,0.900,0.750,0.496,0.800,0.721
qx86-hi   0.667,0.822,0.900
qx64-hi   0.664,0.820,0.902
mxfp4     0.653,0.815,0.899

Older VL models

Huihui-Qwen3-VL-32B-Thinking-abliterated
qx86-hi   0.376,0.449,0.823,0.637,0.378,0.772,0.681

unsloth-Qwen3-VL-32B-Instruct
qx86x-hi  0.447,0.593,0.904,0.610,0.432,0.738,0.594

Specialized older VL models

nightmedia/Qwen3-32B-Element5-Heretic
qx86-hi   0.483,0.596,0.738,0.754,0.394,0.802,0.710

UIGEN-FX-Agentic-32B
qx86-hi   0.460,0.527,0.681,0.721,0.404,0.790,0.728

-G

Use with mlx

pip install mlx-lm
from mlx_lm import load, generate

model, tokenizer = load("Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored-mxfp4-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 6 versions

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

  1. 2026-03-08Update README.md29156952.3 KB
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  2. 2026-03-08Update README.md623eb2b2.3 KB
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  3. 2026-03-03Update README.mdaa993881.6 KB
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  4. 2026-03-03Update README.mdf01d2061008 B
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  5. 2026-03-03Update README.md3dfcd28872 B
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  6. 2026-03-02Add files using upload-large-folder toolfd42b3d581 B
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