@article{reasoningthroughverifiableforecastaction, title = {Reasoning through Verifiable Forecast Actions: Consistency-Grounded RL for Financial LLMs}, author = {Jialin Chen and Aosong Feng and Harshit Verma and Siyi Gu and Haiwen Wang and Ali Maatouk and Yixuan He and Yifeng Gao and Leandros Tassiulas and Rex Ying}, year = {2026}, eprint = {2605.21975}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.21975}, }