@inproceedings{zhu-etal-2021-pre, title = "When does Further Pre-training {MLM} Help? An Empirical Study on Task-Oriented Dialog Pre-training", author = "Zhu, Qi and Gu, Yuxian and Luo, Lingxiao and Li, Bing and Li, Cheng and Peng, Wei and Huang, Minlie and Zhu, Xiaoyan", editor = "Sedoc, Jo{\~a}o and Rogers, Anna and Rumshisky, Anna and Tafreshi, Shabnam", booktitle = "Proceedings of the Second Workshop on Insights from Negative Results in NLP", month = nov, year = "2021", address = "Online and Punta Cana, Dominican Republic", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/fix-sig-urls/2021.insights-1.9/", doi = "10.18653/v1/2021.insights-1.9", pages = "54--61" }