SSRN paper: https://ssrn.com/abstract=5250631
(arxiv link is deprecated)
Authors: Tian Ye, Zicheng Xu, Yuanzhi Li and Zeyuan Allen-Zhu

Code Release for iGSM data generator (and the box-over-box example): https://github.com/facebookresearch/iGSM

Slide show (best viewed on a computer)

@inproceedings{YXLA2024-gsm2,
  author = {Ye, Tian and Xu, Zicheng and Li, Yuanzhi and {Allen-Zhu}, Zeyuan},
  title = {{Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems}},
  booktitle = {Proceedings of the 13th International Conference on Learning Representations},
  series = {ICLR~'25},
  month = apr,
  year = 2025,
  note = {Full version available at \url{https://ssrn.com/abstract=5250631}}
}