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Linguistically-Informed Transformations (LIT): A Method for Automatically Generating Contrast Sets [article]

Chuanrong Li, Lin Shengshuo, Leo Z. Liu, Xinyi Wu, Xuhui Zhou, Shane Steinert-Threlkeld
2020 arXiv   pre-print
In this work, we propose a Linguistically-Informed Transformation (LIT) method to automatically generate contrast sets, which enables practitioners to explore linguistic phenomena of interests as well  ...  Building contrast sets often re-quires human-expert annotation, which is expensive and hard to create on a large scale.  ...  Acknowledgments We appreciate useful feedback from Noah A. Smith, Luke Zettlemoyer, Jungo Kasai, Yizhong Wang, and anonymous reviewers.  ... 
arXiv:2010.08580v3 fatcat:cmopfv47xnb4xggjiqfepddh4q