Interpretable Adaptive Sampling for LLM Test-Time Scaling

Mobina Kashaniyan, Ali Jannesari

Test-time scaling improves LLM reasoning by generating and aggregating multiple candidate answers, yet many pipelines use fixed per-query budgets that spend the same compute on eas…