@article{totrlunlockllmtreeofthoughtsreasoning, title = {ToTRL: Unlock LLM Tree-of-Thoughts Reasoning Potential through Puzzles Solving}, author = {Haoyuan Wu and Xueyi Chen and Rui Ming and Jilong Gao and Shoubo Hu and Zhuolun He and Bei Yu}, year = {2025}, eprint = {2505.12717}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.12717v1}, }