Diagnosing and Improving Probabilistic Reasoning in Large Language Models
It is found that targeting one component of probabilistic reasoning redistributes decision loss, improving the target without necessarily transferring to others, and that jointly targeting belief formation and decision-making improves both but hinges on matched formats between training and evaluation.