实测：M3.1 Flash 难以 abliteration，HF 上无相关模型

dealign.ai @dealignai原推发布于 2026.10.27

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I love that abliteration has gone mainstream, and the tools out there make it easier than ever to get started, but newer models are getting trickier. MiniMax M3.1 Flash is a good example, it's one of the harder ones I've worked with. There’s a reason there are no MM3.1Flash abliterated posts on HF whereas for every other model that Heretic can help with, there’s an abundance of “abliterated” model posts. I think going forward a lot of it comes down to understanding where a model's behaviors actually live and how it predicts its words, and that's the part I want to dig into. Abliteration is not only the art of uncensoring a model but comprehending how these next word predictors derive behaviors, and there’s so much room for this section of ML to be explored and utilized to advance LLM’s. waitlist for @LyberAI is live at http://lyber.ai

这条是引用着另一条写的：x.com/lyberai/status/2114807653356720292