Expression Adjustment: To address the issue of R1-Zero's answers being difficult to understand, researchers conducted two additional guided adjustments: providing basic Q&A examples ... across ...

This pipeline reproduces that flow locally, enabling fast iteration and testing before deploying to the real cloud.