flat test time compute scaling llm reasoning steps

navigate by keyword : test time compute scaling llm reasoning steps bestofn sampling process reward model search algorithm computeoptimal curve inference optimization adaptive budget thinking tokens chainofthought selfconsistency majority vote verifier outcome tree beam lookahead backtracking cost quality tradeoff frontier pareto optimal allocation dynamic adjustment early stopping anytime

Flat vector flowchart of test-time compute scaling for LLM reasoning showing best-of-N sampling process reward model and search algorithm.