Beyond Math and Code: Lightweight Corpus-Grounded Process Rewards for Factual Question Answering
CorVer (Corpus Verify) is a lightweight training-time approach to process supervision that derives sentence-level rewards from corpus co-occurrence statistics and outperforms the unmodified models in all standard factual-QA settings.