AI RESEARCH
Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration
arXiv CS.AI
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ArXi:2604.05952v1 Announce Type: new As agent-based systems continue to evolve, deep research agents are capable of automatically generating research-style reports across diverse domains. While these agents promise to streamline information synthesis and knowledge exploration, existing evaluation frameworks-typically based on subjective dimensions-fail to capture a critical aspect of report quality: trustworthiness.