@article{incentivizingconsistenteffectiveandscala, title = {Incentivizing Consistent, Effective and Scalable Reasoning Capability in Audio LLMs via Reasoning Process Rewards}, author = {Jiajun Fan and Roger Ren and Jingyuan Li and Rahul Pandey and Prashanth Gurunath Shivakumar and Ivan Bulyko and Ankur Gandhe and Ge Liu and Yile Gu}, year = {2025}, eprint = {2510.20867}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.20867}, }