Hierarchical Contextual Grounding LVLM: Enhancing Fine-Grained Visual-Language Understanding with Robust Grounding. - Leilei Guo; Antonio Carlos Rivera; Peiyu Tang; Haoxuan Ren; Zheyu Song (CoRR, 2025)