ParaTempo Framework for Asynchronous Parallel Reasoning

ParaTempo enables efficient parallel reasoning by using temporal confidence, a branch-local measure of answer-space convergence, to control reasoning paths. This training-free framework avoids the high computational costs of traditional methods by periodically probing branches for tentative answer probability distributions.