I don’t follow the discussions on this topic very closely, but as I understood, there are different ways to achieve the goal, but all impact quality to some extent. Heretic is discussed as one one of the SOTA methods. The README posted above states the following, so it seems that heretic is some sort of next gen abliteration.
It combines an advanced implementation of directional ablation, also known as “abliteration” (Arditi et al. 2024, Lai 2025 (1, 2)), with a TPE-based parameter optimizer powered by Optuna.
I don’t follow the discussions on this topic very closely, but as I understood, there are different ways to achieve the goal, but all impact quality to some extent. Heretic is discussed as one one of the SOTA methods. The README posted above states the following, so it seems that heretic is some sort of next gen abliteration.
It combines an advanced implementation of directional ablation, also known as “abliteration” (Arditi et al. 2024, Lai 2025 (1, 2)), with a TPE-based parameter optimizer powered by Optuna.
Hmmh, thanks. Yeah, I read the Readme. And they claim it performs better than other methods. I guess I’ll find out soon.