@article{lavalogicawarevalidationandaugmentationf, title = {LAVA: Logic-Aware Validation and Augmentation Framework for Large-Scale Financial Document Auditing}, author = {Ruoqi Shu and Xuhui Wang and Isaac Wang and Yanming Mai and Bo Wan}, year = {2026}, eprint = {2608.16763}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.16763}, }