@article{fromassumptionstoactionsturningllmreason, title = {From Assumptions to Actions: Turning LLM Reasoning into Uncertainty-Aware Planning for Embodied Agents}, author = {SeungWon Seo and SooBin Lim and SeongRae Noh and Haneul Kim and HyeongYeop Kang}, year = {2026}, eprint = {2602.04326}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.04326}, }