From Item-Only to Query-Item: Query-Conditioned Generative Search with QGS in Quark. - Yanglong Song; Zihao Yang; Shuo Meng; Rujun Guo; Jin Zhang; Bin Wang; Shaoyu Liu; Xiaozhao Wang; Guanjun Jiang (CoRR, 2026)