Bhushan Kashinath Joshi

Confident at the moment of action: belief miscalibration in LLM play under hidden information

This work tests a hidden-information chess variant where royal status can be secretly, repeatedly relocated between pieces, and where an agent's stated probability distribution over the opponent's hidden royal piece -- elicited every turn, separately from the move it chooses -- is scored against ground truth recoverable after the game.