一作SIGIR 2026Oral· Information Retrieval (Full)
Towards Knowledgeable Deep Research: Framework and Benchmark
Wenxuan Liu · Zixuan Li · Long Bai · Chunmao Zhang · Fenghui Zhang · Zhuo Chen · Wei Li · Yuxin Zuo · Fei Wang · Bingbing Xu · Xuhui Jiang · Jin Zhang · Xiaolong Jin · Jiafeng Guo · Tat-Seng Chua · Xueqi Cheng
摘要
Deep Research (DR) requires LLM agents to autonomously perform multi-step information seeking, processing, and reasoning to generate comprehensive reports. In contrast to existing studies that mainly focus on unstructured web content, a more challenging DR task should additionally utilize structu...