CropUp shares the optimal crops to grow in a certain region by calculating a user’s specific plant hardiness zone utilizing a machine learning algorithim that determines the user’s zone based on current weather trends, adjusted for the changing climate. 
SoundScribe is a cutting-edge application that simplifies the process of recording and transcribing conversations, tailor-made for the healthcare industry. With SoundScribe, patients can effortlessly capture important dialogues with their healthcare providers which will automatically be transformed into structured, organized notes. 
Published in ArXiv, 2024
Large language models (LMs) are prone to generate diverse factually incorrect statements, which are widely called hallucinations. Current approaches predominantly focus on coarse-grained automatic hallucination detection or editing, overlooking nuanced error levels. In this paper, we propose a novel task—automatic fine-grained hallucination detection—and present a comprehensive taxonomy encompassing six hierarchically defined types of hallucination.
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Undergraduate course, University 1, Department, 2014
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Workshop, University 1, Department, 2015
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