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Writing various medical records takes significant daily workload for physicians. Generative AI technique has the advantage in tasks of data-to-text generation and text summarization, and brings opportunities to reduce workload for physicians to ...

In recent years, the demand for high-quality data has intensified, particularly in the medical field where accurate data annotation is costly and critical. Active Learning (AL) has emerged as a pivotal approach in these scenarios, where selecting ...

In the machine learning field, the challenge of effectively learning with limited data has become increasingly crucial. Active Learning (AL) algorithms play a significant role in this by enhancing model performance. We introduce a novel AL algorithm, ...

Entity Alignment (EA) aims to match equivalent entities that refer to the same real-world objects and is a key step for Knowledge Graph (KG) fusion. Most neural EA models cannot be applied to large-scale real-life KGs due to their excessive consumption ...