interesting, I haven't played with any of them yet, but i thought the point of orthogonalizing the weights towards the restriction vector was that there is no loss in capability while removing guardrails. Does it affect other parts of the RL alignment too?
The claims by the creators are it doesn't in a major way. I have a uncensored Gemma 4 I run on my Mac. Just for testing out, I haven't found any need for it... yet.
> the point of orthogonalizing the weights towards the restriction vector was that there is no loss in capability while removing guardrails
That is surely the point, most of the "uncensored" weights released for free on HuggingFace aren't being very successful at this. There is a stark difference in output quality between the official weights and all these "uncensored" variants that appears days afterwards.