Author

Yunshan Ma

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Preprint Aug 2026

FashionKG-RAG: Knowledge Graph-Enhanced Retrieval-Augmented Generation for Fashion Question Answering

Fashion is a knowledge-intensive domain in which effective decision-making depends on integrating multiple types of knowledge. Although Large Language Models (LLMs) have transformed many areas, their application in fashion remains limited by hallucinations and weak domain specialization. Knowledge Graph (KG)-based Retr...

Yujuan Ding, Linyin Luo, Shijie Wang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

AnalysisBank: An Expert Analysis Pattern Library for Financial Report Generation

AnalysisBank is proposed, which distills expert reports into a reusable library of Analyses, each pairing a data signal, an analytical move, and the expert span it was derived from, to operate at the analytical rather than structural level of financial report generation.

Ya-Jing Yang, Yunshan Ma, Kelvin J. L. Koa et al. · 0 citations