@article{patarmbridgingpairwiseandpointwisesignal, title = {PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling}, author = {Ai Jian and Jingqing Ruan and Xing Ma and Xiaoyun Zhang and Dailin Li and Weipeng Zhang and Ke Zeng and Xunliang Cai}, year = {2025}, eprint = {2510.24235}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.24235}, }