hey, builder here. The short version:

LLMs take three tests:

explain why jokes work (or don't), write jokes under shared premises or predict which jokes humans prefer

The finding so far that surprised me: every model aces explaining real jokes (95%+) but drops hard on explaining why a failed joke fails (81–92%).

happy to answer anything about the eval system and open to any sort of feedback!