Author

Jianan Wang

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#artificial intelligence May 2026

Hypergraph Enterprise Agentic Reasoner over Heterogeneous Business Systems

HEAR, an enterprise agentic reasoner built on a Stratified Hypergraph Ontology, demonstrates adaptive efficiency: utilizing procedural hyperedges to minimize token costs, while leveraging topological exploration for rigorous correctness on complex queries.

Ling Wang, Xin Liu, Song Liu et al. · arXiv.org · 0 citations

2026

Auditing the Reliability of Automated Risk Evaluators in Agentic Tutoring Systems Under Pedagogical Style Variations

Agentic tutoring systems increasingly rely on large language models (LLMs) to generate real-time feedback, yet risky outputs, such as answer leakage, contradiction, and hallucination, can directly affect learning. Answer leakage is a central concern in this setting. It exposes problem solutions to students and can be v...

Wen-Zhuo Song, Xuechen Wang, Shuang Liang et al. · IEEE Transactions on Learnin... · 0 citations