RICE-PO: Turning Retrieval Interactions into Credit Signals for Reasoning Agents
arXiv:2605.26352v1 Announce Type: new Abstract: Retrieval is increasingly moving from one-shot matching toward interactive reasoning, where language agents iteratively inspect evidence, reformulate qu