[markisus]

Just speculating but proximity to a reference answer is a much denser reward signal. In contrast, parsing out a final answer into a pass/fail only provides a sparse reward signal.

[krackers]

Yup, RLVR as implemented by Deepseek et al. use only outcome supervision instead of process supervision. There have been attempts to do process supervision though.