Author

Rui-Ji Li

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Preprint Aug 2026

EviGraph: Evidence-Guided Autonomous Research Agents

Autonomous research agents can generate hypotheses, execute experiments, and draft manuscripts, yet their outputs often contain unsupported claims and inconsistencies between research questions, experiments, results, and conclusions. We argue that this problem is partly architectural: existing systems organize research...

Zhen-Jiang Ren, Rui-Ji Li, Xu-Jing Zhang et al. · 0 citations

#human-computer interacti... Review Sep 2026

JudgmentLens: Human-AI Sensemaking of Complex Legal Judgments

Judicial judgments are increasingly available, yet dense language and distributed relationships among facts, evidence, reasoning, and rulings remain difficult for non-experts to interpret. Through a mixed-methods formative study with Chinese non-expert readers (survey N=34; interviews N=6), we identified structural, in...

Xin-Yi Chen, Rui-Ji Li, Yue-Lu Li et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Perceive to Hypothesize, Verify to Ground: An Agentic Reasoning Framework for Open-World Geo-Localization

This work reformulate geo-localization as a human-like perceive-then-verify reasoning problem and proposes GeoPAVE (Geo-localization Perception-and-Verification-Engine), a bi-level agentic framework that contains perception-based hypothesis generation via single-pass rollouts and verification-based evidence grounding f...

Yutian Jiang, Rui-Ji Li, Sisuo Lyu et al. · 0 citations