Are More Tokens Rational? Inference-Time Scaling in Language Models as Adaptive Resource Rationality

Human reasoning is characterized by the rational use of resources to optimize performance under constraints. Recently, inference-time scaling has improved the reasoning performance of Large Language Models by increasing test-time computation. Instruction-tuned (IT) models explicitly generate long re