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Kyuseok Shim

2 accepted papers

2025

DP-FROST: Differentially Private Fine-tuning of Pre-trained Models with Freezing Model Parameters

COLING 2025main

Training models with differential privacy has received a lot of attentions since differential privacy provides theoretical guarantee of privacy preservation. For a task in a specific domain, since a large-scale pre-trained model in the same domain contains general knowledge of the task, using such a…

2020

Dual Supervision Framework for Relation Extraction with Distant Supervision and Human Annotation

COLING 2020main

Relation extraction (RE) has been extensively studied due to its importance in real-world applications such as knowledge base construction and question answering. Most of the existing works train the models on either distantly supervised data or human-annotated data. To take advantage of the high ac…