Beyond Outcome Rewards: Constructing and Assigning Retrieval Credit for Search Agents

Wenyu Huang, Xinyu Hou, Pavlos Vougiouklis +2

Search agents enable Large Language Models (LLMs) to iteratively retrieve and use information for complex multi-hop questions. Reinforcement Learning with Verifiable Rewards (RLVR)…