This (the bolded) is what gets me. Someone can correct me if I am way off base, but from a basic Shannon information point of view, LLMs are merely repurposing their training information, they are NOT ...

Designing and performing experiments with the aim of creating beverages with improved organoleptic characteristics. I also study wild yeast populations and their population dynamics. My typical day ...

These benchmarks are so limited and created for marketing that they’re pathetic. Would this “PHD” sanitize and correctly classify data? Verify its quality and sources? Calibrate equipment? Verify that ...