@article{empoweringsmalllanguagemodelswithfactual, title = {Empowering Small Language Models with Factual Hallucination-Aware Reasoning for Financial Classification}, author = {Han Yuan and Yilin Wu and Li Zhang and Zheng Ma}, year = {2026}, eprint = {2601.01378}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.01378}, }