@article{rethinkingllmverificationevidencestructu, title = {Rethinking LLM Verification: Evidence Structure, Uncertainty, and Selective Refinement}, author = {Uma Ranjan and Kunal Tilaganji and Aditya Koul and Anurag Mahipal and Dashpreet Singh and Hriday Rana and Manan Jain and Sidharth Gupta and Ajo Babu George and Vineeth Balasubramanian and Nagarajan Natarajan and Amit Sharma}, year = {2026}, eprint = {2608.10725}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.10725}, }