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
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
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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