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yybl/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored-Q4_K_M-GGUF

yybl Qwen 32B GGUF multimodal second-order 262K ctx
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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
1K
163 last 30d - stable
Likes
0
Model age
7mo ago
created 2026-02-28

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.

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Genealogy 0 direct forks

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Variants by this author 2 formats · 322 downloads combined

The same weights this author released in different packaging. Pick the format that matches your runtime.

Metadata

License
apache-2.0
Languages
en zh
Tags
transformers gguf unsloth heretic uncensored abliterated fine tune creative creative writing fiction writing plot generation sub-plot generation

Related

Total size
18.4 GB
Files
3
Quantizations
1
Registered
2026-08-22 13:56
Last updated on HF
2026-02-28 11:22

Files by quantization

Auxiliary files 3 files 18.4 GB
qwen3-32b-vl-instruct-polaris-hi16-heretic-uncensored-q4_k_m.gguf 18.4 GB cf8e67e8 download
README.md 2.66 KB fffa63b0 download
.gitattributes 1.58 KB c890ca2c 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
  • story generation
  • scene continue
  • storytelling
  • fiction story
  • science fiction
  • romance
  • all genres
  • story
  • writing
  • vivid prosing
  • vivid writing
  • fiction
  • roleplaying
  • bfloat16
  • swearing
  • rp
  • horror
  • r rated
  • x rated
  • all use cases
  • llama-cpp
  • gguf-my-repo
    library_name: transformers
    pipeline_tag: image-text-to-text
    datasets:
  • TeichAI/polaris-alpha-1000x
    base_model: DavidAU/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored

yybl/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored-Q4_K_M-GGUF

This model was converted to GGUF format from DavidAU/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored using llama.cpp via the ggml.ai's GGUF-my-repo space.
Refer to the original model card for more details on the model.

Use with llama.cpp

Install llama.cpp through brew (works on Mac and Linux)

brew install llama.cpp

Invoke the llama.cpp server or the CLI.

CLI:

llama-cli --hf-repo yybl/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored-Q4_K_M-GGUF --hf-file qwen3-32b-vl-instruct-polaris-hi16-heretic-uncensored-q4_k_m.gguf -p "The meaning to life and the universe is"

Server:

llama-server --hf-repo yybl/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored-Q4_K_M-GGUF --hf-file qwen3-32b-vl-instruct-polaris-hi16-heretic-uncensored-q4_k_m.gguf -c 2048

Note: You can also use this checkpoint directly through the usage steps listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.

git clone https://github.com/ggerganov/llama.cpp

Step 2: Move into the llama.cpp folder and build it with LLAMA_CURL=1 flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).

cd llama.cpp && LLAMA_CURL=1 make

Step 3: Run inference through the main binary.

./llama-cli --hf-repo yybl/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored-Q4_K_M-GGUF --hf-file qwen3-32b-vl-instruct-polaris-hi16-heretic-uncensored-q4_k_m.gguf -p "The meaning to life and the universe is"

or

./llama-server --hf-repo yybl/Qwen3-32B-VL-Instruct-Polaris-HI16-Heretic-Uncensored-Q4_K_M-GGUF --hf-file qwen3-32b-vl-instruct-polaris-hi16-heretic-uncensored-q4_k_m.gguf -c 2048

README history 1 version

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

  1. 2026-02-28Upload README.md with huggingface_hub6ac6b122.7 KB
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