@article{chairocontextualhierarchicalanalogicalin, title = {CHAIRO: Contextual Hierarchical Analogical Induction and Reasoning Optimization for LLMs}, author = {Haotian Lu and Yuchen Mou and Bingzhe Wu}, year = {2026}, eprint = {2604.10502}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.10502}, }