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cs.CL2026
MAVEN: Multi-Agent Verification-Elaboration Network with In-Step Epistemic Auditing
Yinsheng Yao, Jiehao Tang, Zhaozhen Yang +1
While explicit reasoning trajectories enhance model interpretability, existing paradigms often rely on monolithic chains that lack intermediate verification, allowing early errors…
cs.CL2026
FinReasoning: A Hierarchical Benchmark for Reliable Financial Research Reporting
Yiyun Zhu, Yidong Jiang, Ziwen Xu +4
Large language models (LLMs) are increasingly deployed in financial research workflows, where their role is evolving from single-model assistance for human analysts toward autonomo…