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Author

Kexin Sun

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Aug 2026

Knowledge-Graph-Supported Indicator Generation for HSE Management System Evaluation Using BERT-BiLSTM-CRF

To improve the systematicity and traceability of HSE system evaluation indicators, this study addresses limitations in traditional indicator selection, including strong dependence on expert experience, high subjectivity, overlapping indicator boundaries and unclear source evidence. Based on a first-level indicator fram...

Kexin Sun, Hui-Ling Na, Jianwei Zhang et al. · 0 citations
Preprint Aug 2026

An Interactive Agent for Requirement-Driven Candidate Sourcing

Finding people from a natural-language description (``ML engineers transitioning to research roles in biotech'') is increasingly delegated to LLM agents and framed as information retrieval. We argue that it is fundamentally a requirements engineering task: such a request is an under-determined requirement with implicit...

Yuanpeng He, Fang-Chen Li, Xiang-Yu Ru et al. · 0 citations

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