The agriculture industry has been facing a growing challenge with the rising cost of labor in recent years. A large portion of the expenses incurred in agriculture goes towards employing workers. This increase in labo...
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Optical Character Recognition (OCR) is a crucial technology for the digital processing and preservation of textual information. While significant progress has been made in OCR for commonly used languages, the recognit...
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This innovative practice paper presents an LLM-supported technique to help instructors respond effectively to periodic students' reflections. Efficient communication between instructors and students is integral to...
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ISBN:
(纸本)9798350351507
This innovative practice paper presents an LLM-supported technique to help instructors respond effectively to periodic students' reflections. Efficient communication between instructors and students is integral to supporting a productive learning environment. Recognizing the significance of understanding students' perceptions and challenges, we present the initial implementation of a system to help instructors analyze and respond to students' feedback promptly and effectively. This research is inspired by and extends prior works where instructors sent progress check emails to students, with some works finding that such communication increased students' motivation. To collect feedback, we administer regular student reflections throughout the semester that capture how students feel about the course and uncover the challenges they face. This regular feedback-gathering approach allows instructors to better track their students' progress and respond to comments throughout the semester to provide guidance. However, reading and responding to each reflection manually in the context of their overall learning experience can be time consuming. To address this challenge, we introduce an LLM-based automated approach that generates tailored, performance-contextualized responses to student reflections that can be used to guide first-contact interventions. The generated reflection responses (GRRs) address issues discussed in student reflections and provide advice, support, course information, and follow-up questions to the students. Additionally, they provide feedback to students based on their accomplishments and behavioral data within the learning management system (LMS), such as submission patterns. In this work, we discuss our method of generating responses based on students' reflections and their LMS behavior. We also present example scenarios of the proposed approach. Preliminary results indicate that this approach can help instructors facilitate positive educational interact
Wave phenomena in the ocean can fluctuate like other weather parameters, making forecasting challenging for those who carrying out the activities at sea. Wave forecasting is very necessary to support daily marine acti...
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Crop Yield Prediction (CYP) is crucial for optimizing agricultural practices globally. This study conducts an in-depth review of Machine Learning (ML) techniques applied to multivariate datasets for crop yield forecas...
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Convolutional neural networks (CNNs), one of the most successful models for visual identification, have shown excellent performance outcomes in different visual recognition challenges, attracting much interest in rece...
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This study presents a preliminary investigation into the application of deep learning techniques for the identification of traffic density from unmanned aerial vehicle (UAV) images. The primary objective is to categor...
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With the increasing popularity of bicycles as ecofriendly transportation, the market offers a wide range of options with diverse specifications and functions. However, navigating through these options can be overwhelm...
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Dengue Hemorrhagic Fever (DHF) is a disease that occurs every year. Bandung City is one of the regions in Indonesia with a high incidence rate of dengue fever cases which continues to increase from 2017 to 2021 at 49....
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Information can be found and shared through social media effectively and quickly. One of the most widely used social media is Twitter. Any information shared on social media is not always true. With millions of social...
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