Question_Builder_Abliterated

<div align="center"> <b style="font-size: 50px;">Question_Builder</b> </div> <div align="center"> <b style="font-size: 80px;">Abliterated</b> </div>

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<div align="center" style="font-size: 18px; margin-top: 20px;"> <b>Developed by:</b> <a href="https://huggingface.co/SicariusSicariiStuff">SicariusSicariiStuff</a> </div>

Question_Builder_Abliterated is an abliterated variant of SicariusSicariiStuff/Question_Builder with surgical removal of refusal mechanisms. This model maintains the full capabilities of the original, while eliminating safety guardrails through orthogonalization techniques.

KL divergence

<0.07

Refusals

~5%

What is KL divergence?

Think about it as a way to measure the variance between the original model "World Model," vs the abliterated one; the lower the KL divergence, the closer the "World Model" of the two models to each other.

If the original model thinks making pineapple pizza is a crime against humanity (it is), then the abliterated model will still hold to this belief, but if asked how to make one (probably after giving you a disclaimer about what an abomination that is), it would still tell you how. In other words, most of the knowledge, quirks, and capabilities are preserved.

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Technical Specs

• Base Model: Question_Builder
• Parameters: 8B
• Context Length: 8K tokens
• Architecture: Llama (decoder-only transformer)
• Precision: fp16
• Method: Orthogonalization-based abliteration
• License: Llama 3.1 Community License

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Methodology

1. Identifies refusal direction vectors in activation space
2. Orthogonalizes weights to inhibit activation along these directions
3. Preserves (mostly) all other model behaviors and knowledge

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Model Details

• Intended use: General Tasks, Roleplay.

• Censorship level: <b>Very Low</b>

• X / 10 (10 completely uncensored)

UGI score:

pending evals

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Citation Information

@llm{Question_Builder_Abliterated,
  author = {SicariusSicariiStuff},
  title = {Question_Builder_Abliterated},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/SicariusSicariiStuff/Question_Builder_Abliterated}
}

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