@article{drtulureinforcementlearningwithevolvingr, title = {DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research}, author = {Rulin Shao and Akari Asai and Shannon Zejiang Shen and Hamish Ivison and Varsha Kishore and Jingming Zhuo and Xinran Zhao and Molly Park and Samuel G. Finlayson and David Sontag and Tyler Murray and Sewon Min and Pradeep Dasigi and Luca Soldaini and Faeze Brahman and Wen-tau Yih and Tongshuang Wu and Luke Zettlemoyer and Yoon Kim and Hannaneh Hajishirzi and Pang Wei Koh}, year = {2025}, eprint = {2511.19399}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.19399}, }