@article{hindsighthintdistillationscaffoldedreaso, title = {Hindsight Hint Distillation: Scaffolded Reasoning for SWE Agents from CoT-free Answers}, author = {Shengjie Wang and Guanghe Li and Zonghan Yang and Yang Gao}, year = {2026}, eprint = {2605.11556}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.11556}, }