Optimizing Agentic Reasoning with Retrieval via Synthetic Semantic Information Gain Reward

Senkang Hu, Yong Dai, Yuzhi Zhao +5

Agentic reasoning enables large reasoning models (LRMs) to dynamically acquire external knowledge, but yet optimizing the retrieval process remains challenging due to the lack of d…