Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data

Yiwei Li, Peiwen Yuan, Shaoxiong Feng, Boyuan Pan, Bin Sun, Xinglin Wang, Heda Wang, Kan Li 0001. Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data. In Michael J. Wooldridge, Jennifer G. Dy, Sriraam Natarajan, editors, Thirty-Eigth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada. pages 18591-18599, AAAI Press, 2024. [doi]

@inproceedings{LiYFPSWW024,
  title = {Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data},
  author = {Yiwei Li and Peiwen Yuan and Shaoxiong Feng and Boyuan Pan and Bin Sun and Xinglin Wang and Heda Wang and Kan Li 0001},
  year = {2024},
  doi = {10.1609/aaai.v38i17.29821},
  url = {https://doi.org/10.1609/aaai.v38i17.29821},
  researchr = {https://researchr.org/publication/LiYFPSWW024},
  cites = {0},
  citedby = {0},
  pages = {18591-18599},
  booktitle = {Thirty-Eigth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada},
  editor = {Michael J. Wooldridge and Jennifer G. Dy and Sriraam Natarajan},
  publisher = {AAAI Press},
}