作者位次 #4/6SIGIR 2026Oral· Information Retrieval (Full)
Deep Search with Hierarchical Meta-Cognitive Monitoring Inspired by Cognitive Neuroscience
Zhongxiang Sun · Qipeng Wang · Weijie Yu · Jingxuan Yang · Haolang Lu · Jun Xu
摘要
Deep search agents powered by large language models have demonstrated strong capabilities in multi-step retrieval, reasoning, and long-horizon task execution. However, their practical failures often stem from the lack of mechanisms to monitor and regulate reasoning and retrieval states as tasks e...