Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-induced Exploration

Qintong Li, Jiahui Gao, Sheng Wang, Renjie Pi, Xueliang Zhao +4 more
2/12/2026

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@article{li2026forewarned,
  title  = {Forewarned is Forearmed: Harnessing LLMs for Data Synthesis via Failure-induced Exploration},
  author = {Qintong Li and Jiahui Gao and Sheng Wang and Renjie Pi and Xueliang Zhao and Chuan Wu and Xin Jiang and Zhenguo Li and Lingpeng Kong},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:b6bb4629148b5621f244071b96f1c44e43f0d7b7},
  journal = {ICLR 2025 2025}
}

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