DualSG: A Dual-Stream Explicit Semantic-Guided Multivariate Time Series Forecasting Framework. - Kuiye Ding; Fanda Fan; Yao Wang; Ruijie jian; Xiaorui Wang; Luqi Gong; Yishan Jiang; Chunjie Luo; Jianfeng Zhan (CoRR, 2025)