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Jiwoo Lee

2 accepted papers

2025

Learning from Negative Samples in Biomedical Generative Entity Linking

ACL 2025finding

Generative models have become widely used in biomedical entity linking (BioEL) due to their excellent performance and efficient memory usage. However, these models are usually trained only with positive samples—entities that match the input mention’s identifier—and do not explicitly learn from hard…

2021

Conditional Temporal Neural Processes with Covariance Loss

ICML 2021spotlight

We introduce a novel loss function, Covariance Loss, which is conceptually equivalent to conditional neural processes and has a form of regularization so that is applicable to many kinds of neural networks. With the proposed loss, mappings from input variables to target variables are highly affected…