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Rui-Ji Li

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Preprint Aug 2026

EviGraph: Evidence-Guided Autonomous Research Agents

EviGraph is introduced, an autonomous research framework that represents the research process as a typed evidence graph containing Problem, Gap, Hypothesis, Experiment, Finding, and Claim nodes, and the graph serves as the operational state of the agent rather than a post-hoc record.

Zhen-Jiang Ren, Rui-Ji Li, Xu-Jing Zhang et al. · 1 citation

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

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