@article{efficientrlforoptimizingconversationleve, title = {Efficient RL for optimizing conversation level outcomes with an LLM-based tutor}, author = {Hyunji Nam and Omer Gottesman and Amy Zhang and Dean Foster and Emma Brunskill and Lyle Ungar}, year = {2025}, eprint = {2507.16252}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.16252}, }