On the Overscaling Curse of Parallel Thinking: System Efficacy Contradicts Sample Efficiency

Yiming Wang, Zhuosheng Zhang, Rui Wang

Parallel thinking improves LLM reasoning through multi-path sampling and aggregation. In standard evaluations, due to a lack of sample-specific priors, all samples share a global b…