Zheng Liu

We introduce InForage, an RL framework that enables LLMs to perform adaptive, multi-step retrieval by rewarding informative intermediate steps.

HawkBench is a human-labeled, multi-domain benchmark with 1,600 samples for evaluating RAG systems on diverse queries, revealing limits in generalizability and the need for adaptive strategies.