Reasoning Error from Known Fact: Step-Level Self-Consistency Group Relative Policy Optimization for LLMs

With the rapid advancement of large language models (LLMs), modern systems not only possess strong foundational capabilities and extensive knowledge, but can also solve complex problems via long, multi-step reasoning. However, as reasoning traces become longer, LLMs may produce a substantial amount