Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation. - Bingrui Zhao; Lin Yuanbo Wu; Xiangtian Fan; Deyin Liu; Lu Zhang 062; Ruyi He; Jialie Shen 001; Ximing Li 002 (CoRR, 2025)