Take a quick look at that summary graph. Then read the X axis labels, and laugh, and weep.
LLMs are literally basically cocaine addiction: delivering the feeling of competence and success directly to your brain, while all actual real-world evidence points to the opposite. They also actually work for some purposes, of course.