Beats me also - this feels unreliable, extremely niche, and over-hyped. I don't trust LLMs even when they explain their reasoning; the idea of trusting a black-box classifier like this seems insane.

For certain tasks, it seems much, much more efficient. That's not nothing. People have been using LLMs for various classification tasks.