Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models. - Yizhong Geng; Yanliang Li; Jinghan Yang; Tianhan Jiang; Boxun An; Ya Li; Xiaoyu Shen (CoRR, 2026)