Xiaoxuan Fan

Data Augmentation for Technical Standard Relation Extraction

2024

The paper introduces a method for fine-grained relation extraction in grid technology standards, addressing challenges in manual annotation due to complex guidelines and large-scale dataset requirements. Data augmentation techniques, specifically word-level perturbation and sentence template …

Research on RAG-Based Cognitive Large Language Model Training Method for Power Standard Knowledge

2025 · HighTech and Innovation Journal

Electrical standards encompass complex technical requirements across multiple disciplines, making their management and application a significant challenge that urgently requires efficient solutions. This paper proposes a knowledge graph retrieval-enhanced training method for large language models …