I've been thinking about making/publishing a new eval - if it's not public, presumably LLMs would never get better at them. But is your fear that generally speaking, LLMs tend to (I don't want to say cheat but) overfit on known problems, but then do (generally speaking) poorly on anything they haven't seen?
Thanks