Probing effects of contextual bias on number magnitude estimation

Probing effects of contextual bias on number magnitude estimation

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...

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Bibliographic Details
Main Authors: DU, Xuehao, JI, Ping, QIN, Wei, WANG, Lei, LAN, Yunshi
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
Subjects:
Natural language processing
Question answering
Out of distribution
Contextual bias
Number magnitude estimation
Databases and Information Systems
Online Access: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
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Institution: Singapore Management University
Language: English

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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

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