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arXiv cs.CL · Papers

RICE-PO: Turning Retrieval Interactions into Credit Signals for Reasoning Agents

arXiv:2605.26352v3 Announce Type: replace Abstract: Retrieval is increasingly moving from one-shot matching toward interactive reasoning, where language agents iteratively inspect evidence, reformulate queries, and search again. Training such agents raises a credit-assignment challenge: executable actions such as queri