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On the Robustness of Language Encoders against Grammatical Errors [article]

Fan Yin, Quanyu Long, Tao Meng, Kai-Wei Chang
2020 arXiv   pre-print
We use this approach to facilitate debugging models on downstream applications. Results confirm that the performance of all tested models is affected but the degree of impact varies.  ...  Our results shed light on understanding the robustness and behaviors of language encoders against grammatical errors.  ...  Acknowledgements We would like to thank the anonymous reviewers for their feedback. This work is supported by NSF Grant #IIS-1927554.  ... 
arXiv:2005.05683v1 fatcat:6lo24qidevhtjduvef466wq4pe