From Comprehension to Reasoning: A Hierarchical Benchmark for Automated Financial Research Reporting. - Yiyun Zhu; Yidong Jiang; Ziwen Xu; Yinsheng Yao; Dawei Cheng; Jinru Ding; Yejie Zheng; Jie Xu (CoRR, 2026)

MAVEN: Multi-Agent Verification-Elaboration Network with In-Step Epistemic Auditing. - Yinsheng Yao; Jiehao Tang; Zhaozhen Yang; Dawei Cheng (CoRR, 2026)