Probing effects of contextual bias on number magnitude estimation

• Main Authors: DU, Xuehao, JI, Ping, QIN, Wei, WANG, Lei, LAN, Yunshi
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2024
• 主題: Natural language processing; Question answering; Out of distribution; Contextual bias; Number magnitude estimation; Databases and Information Systems
• 在線閱讀: https://ink.library.smu.edu.sg/sis_research/9428; https://ink.library.smu.edu.sg/context/sis_research/article/10428/viewcontent/journal_tiis_18_9_131970802_pvoa.pdf
• 機構: Singapore Management University

The semantic understanding of numbers requires association with context. However, powerful neural networks overfit spurious correlations between context and numbers in training corpus can lead to the occurrence of contextual bias, which may affect the network's accurate estimation of number mag...