Question_Builder

Abliterated

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.

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

Methodology

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

Model Details

Intended use: General Tasks, Roleplay.
Censorship level: Very Low
X / 10 (10 completely uncensored)

UGI score:

pending evals

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}
}