Robustness and cross-lingual transfer: An exploration of out-of-distribution scenario in natural language processing

• Main Author: YU, SICHENG
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Cross-lingual; Adversarial Robustness; Databases and Information Systems; Programming Languages and Compilers
• Online Access: https://ink.library.smu.edu.sg/etd_coll/446; https://ink.library.smu.edu.sg/context/etd_coll/article/1444/viewcontent/GPIS_AY2018_PhD_SichengYu.pdf
• Institution: Singapore Management University

Most traditional machine learning or deep learning methods are based on the premise that training data and test data are independent and identical distributed, i.e., IID. However, it is just an ideal situation. In real-world applications, test set and training data often follow different distributio...