• Title/Summary/Keyword: 학습 질문

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A School-tailored High School Integrated Science Q&A Chatbot with Sentence-BERT: Development and One-Year Usage Analysis (인공지능 문장 분류 모델 Sentence-BERT 기반 학교 맞춤형 고등학교 통합과학 질문-답변 챗봇 -개발 및 1년간 사용 분석-)

  • Gyeongmo Min;Junehee Yoo
    • Journal of The Korean Association For Science Education
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    • v.44 no.3
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    • pp.231-248
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    • 2024
  • This study developed a chatbot for first-year high school students, employing open-source software and the Korean Sentence-BERT model for AI-powered document classification. The chatbot utilizes the Sentence-BERT model to find the six most similar Q&A pairs to a student's query and presents them in a carousel format. The initial dataset, built from online resources, was refined and expanded based on student feedback and usability throughout over the operational period. By the end of the 2023 academic year, the chatbot integrated a total of 30,819 datasets and recorded 3,457 student interactions. Analysis revealed students' inclination to use the chatbot when prompted by teachers during classes and primarily during self-study sessions after school, with an average of 2.1 to 2.2 inquiries per session, mostly via mobile phones. Text mining identified student input terms encompassing not only science-related queries but also aspects of school life such as assessment scope. Topic modeling using BERTopic, based on Sentence-BERT, categorized 88% of student questions into 35 topics, shedding light on common student interests. A year-end survey confirmed the efficacy of the carousel format and the chatbot's role in addressing curiosities beyond integrated science learning objectives. This study underscores the importance of developing chatbots tailored for student use in public education and highlights their educational potential through long-term usage analysis.

Application of convergence thinking in Problem-based learning on paramedic education (융합적 사고를 적용한 응급구조학의 문제중심학습)

  • Lim, Se-Young;Kim, Soo-Tae;Moon, Tae Young
    • Journal of the Korea Convergence Society
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    • v.10 no.11
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    • pp.181-188
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    • 2019
  • The purpose of this study is to implement the convergence thinking in problem-based learning (PBL) on paramedic education. PBL scenario course was conducted for 78 students in the third year of emergency medical technology during the first semester of 15 weeks in 2017. After 15 weeks, data of 73 students were analyzed. Among questions about learning interest in PBL, 'neutral' was the most frequent response with 38% for "PBL scenario classes were more effective in learning and acquiring knowledge than lecture class". For "The lessons learned in the class helped to improve the ability to come up with appropriate solutions for problem solving", 57.5% responded 'agree', and for "The lessons learned in the class helped with confidence in the emergency scene", 50.7% responded 'agree'. PBL will be an effective and efficient way of teaching as a learning curriculum for understanding the field situation.

A Study( I ) on Students' Questioning Activity in Science Class-The Effect of the Teaching Enhancing Students' Questioning- (과학 수업에서의 학생 질문에 대한 연구( I )-학생 질문을 강화한 수업의 효과-)

  • Kim, Sung-Geun;Yeo, Sang-Ihn;Woo, Kyu-Whan
    • Journal of The Korean Association For Science Education
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    • v.19 no.3
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    • pp.377-388
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    • 1999
  • In this study, a learning-teaching model enhancing the students to ask questions was developed and the influence of its application to the lesson of 'Chemical Change and Elements' of the 8th grade was investigated. This learning-teaching model was constructed initially by completing the work-sheet to activate student's question-asking, then by writing down their questions or uncertainties in the class, and finally with the feedback of student's question to the individual and to the class. Treatment and control groups (2 classes each) were selected from a girls' middle school in Seoul. and taught for 12 class hours during 4 weeks for this study. Before instruction, the test of attitudes toward science lessons and the test of adoption of scientific attitudes were administered, and the science scores of the previous course were obtained for the covariate. After instruction, the conception test. the achievement test, the test of attitudes toward science lessons, and the test of adoption of scientific attitudes were administered. The TOSRA (Test of Science-Related Attitudes) was used both for the test of attitudes toward science lessons and for the test of adoption of scientific attitudes. The study revealed that the treatment group showed significant differences from the control group in the scores of the conception test (p<.01) and of the achievement test (p<.05). But in attitudes toward science lessons and adoption of scientific attitudes. there were not significant differences between the two groups, even though the scores of the treatment group were a little higher than those of the control group. Educational implications of the effect of science teaching on the questioning activity of students are also discussed.

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An analysis of the Digital Reference Services of Teaching & Learning Aid Centers under the Metropolitan City and Provincial Offices of Education in Korea (국내 광역시.도 교육청 교수학습지원센터의 디지털참고봉사 제공과 이용 현황 분석)

  • Jung Jong-Kee
    • Journal of Korean Library and Information Science Society
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    • v.37 no.3
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    • pp.173-191
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    • 2006
  • Examinations and analysis were done to understand the digital reference services of the Teaching & Learning Aid Centers under 16 metropolitan city and provincial offices of education. The data used were collected from July 3. 2006 to July 15. 2006 by the direct contacts on their main homepages and recording the question and answer transcripts. It was proven that 13 of the 16 Teaching & Learning Aid Centers have done the reference services. In this study, several characteristics-whether the digital reference service was done or not, interface access level, its title, its communication tool, reference question number, reference question style, answer rate, etc-were analyzed. Tips for the future development were provided on the basis of the inadequacies and other findings revealed through this study.

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Design and Implementation of QALT using Navigation Model (네비게이션 모델을 이용한 QALT의 설계 및 구현)

  • 김행곤;신호준;김정수;한은주
    • Proceedings of the Korean Information Science Society Conference
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    • 2001.10b
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    • pp.601-603
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    • 2001
  • 초고속 인터넷 망의 구축에 따라 정보통신 교육이 활성화에 힘입어 직.간접적으로 응용하기 위한 노력이 지속적으로 진행되어 왔다. 웹 기반 원격강의는 원거리 학습자들의 학습욕구를 자기 주도적인 학습이 되도록 전체적인 수업을 진행하므로 학습과정에서의 질의 응답을 교수자에게 면대면으로 제공하지 못하였다. 따라서 학습자가 요구한 질의 내용을 잘못 이해함에 따라 교수자가 학습과정에서의 피드백 제공을 하지 못함으로써 개인학습의 동기부여가 감소됨에 따라 흥미를 입게 되었다. 따라서, 본 논문에서는 웹 기반 서비스에 대한 체계적인 분석 및 설계를 위해 네비게이션 모델을 통해 질의 응답을 지원하는 QALT(Question Answer Learning Tool)를 설계 및 구현한다. 원격강의는 웹 상에서 기본적인 컨텐츠를 제시하고 그를 통해 수업이 진행되는 과정에서의 질의 응답의 문제점을 개선하기 위해 일다대(One-To-Many)의 서비스를 제공한다. 또한. 학습자는 교수자가 지정한 교육용 서버를 통해 텍스트 형식이 아닌 강의자료로 쓰인 문서파일에 직접 작성하여 질의 응답을 가능하게 된다. 그로 인해 교수자와 학생간의 질의 응답을 통해 상호작용을 원활하게 할 수 있는 보조학습도구로써의 사용이 증가될 것이다. 또한 서버에서의 폴더 서비스와 메일링 서비스를 통해 실시간 질의 응답이 가능함으로써 학습자는 강의파일에서 그림에 관한 질문에 효과를 볼 수 있고 교수자는 질문 받은 내용의 위치를 시각적으로 쉽게 볼 수 있으므로 빠른 응답이 가능하게 될 것이다.

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Development and Construct Validation of the Achievement Emotions Questionnaire-Korean Middle school Science(AEQ-KMS) (한국 중학생의 과학영역 성취정서 질문지(AEQ-KMS) 개발과 타당화)

  • Jeon, Jiyung
    • Journal of The Korean Association For Science Education
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    • v.34 no.8
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    • pp.745-754
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    • 2014
  • Students experience a variety of achievement-related emotions during the process of learning the science curriculum. The purpose of this study is to develop an achievement emotions questionnaire for Korean middle school science curriculum to measure the achievement emotions that middle school students experience during study of this curriculum, and verified its validity. The Achievement Emotions Questionnaire-Korean Middle School Science is based on the English version of the Achievement Emotions Questionnaire, developed with reference to Korean middle school science curriculum and the characteristics of science study, from the perspective of the control-value theory of achievement. It has 232 questions, configured to measure nine achievement emotions across three types of academic settings. The questionnaire results can be treated with a high degree of confidence according to the result of our validation, which also verified that the achievement emotions of these students are configured with four internal criteria (learning strategy, achievement motivation and course grade), as suggested by the control-value theory; this in turn verifies that the nine achievement emotions are sufficiently distinctive across study situations. Last, it was verified that the questionnaire has sufficient external validity based on a comprehensive examination of the relation between science achievement emotions and the four criterion variables for each student. This suggests that through the development and implementation of this quantitative questionnaire, basic ground was provided to understand the achievement emotions experienced by middle school students learning the science curriculum.

Q&A and management AI chatbot service in the context of a university non-face-to-face remote lecture using the Seq2Seq model (Seq2Seq 모델을 활용한 대학교 비대면 원격강의 상황에서 질문 문답 및 관리 인공지능 챗봇 서비스)

  • Na, Dongjun;Ahn, Jaewook;Park, Sejin
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2020.11a
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    • pp.325-327
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    • 2020
  • 최근 비대면 원격강의의 비율이 증가하였지만 비대면 상황에서 원격으로 진행하는 강의로 인해 강의를 수강하는 학생들의 강의를 진행하는 교수와의 질문에 대한 즉각적인 상호작용과 피드백이 부족하고 교수 또한 비대면 상황에서 학생들과의 소통의 어려움으로 인해 질문에 대한 답변을 하는 것에 어려움 있다. 본 논문에서는 이러한 문제를 해결하기 위해 학생들에게 질문에 대한 즉각적인 답변을 해주고 교수에게는 질문-답변을 관리할 수 있는 인공지능 챗봇 웹 서비스를 제안한다. 웹 서비스는 강의를 수강하는 학생과 강의를 진행하는 교수로 나눠져 제공된다. 구현을 위해 Seq2Seq 모델을 활용하였고 질문-답변 데이터셋으로 학습을 하여 테스트 하였다.

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Development of e-learning support platform through real-time two-way communication (실시간 양방향 소통을 통한 이러닝 학습 지원 플랫폼의 구축)

  • Kim, Eun-Mi;Choi, Jong-Won
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.7
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    • pp.249-254
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    • 2019
  • The concept of 'Edu-Tech', which is rapidly reorganized around e-Learning, has been spreading along with the development of intelligent information technology according to the fourth industrial revolution such as Artificial Intelligence (AI), Internet of Things (IoT), BigData. Currently, leading companies are conducting online education services, but real-time two-way communication is difficult. In addition, in the case of off-line class, there are many students, and not only the time is limited, but also they often miss the opportunities to ask questions. In order to solve these problems, this paper develops a real - time interactive question and answer management system that can freely questions both on - line and off - line by combining the benefits of offline instant answers and the advantages of online openness. The developed system is a real-time personalized education system that enables the respondent to check the situation of the questioner in real time and provide a customized answer according to the inquirer's request. In addition, by measuring and managing the system usage time in seconds, the questioner and the respondent can efficiently utilize the system.

수학 영재 교수-학습 방법 탐색 - 개방형 교수법의 발전적 적용 -

  • Kim, Nam-Gyun
    • Communications of Mathematical Education
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    • v.17
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    • pp.191-208
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    • 2003
  • 영재 교육이 공교육 차원에서 확대됨에 따라 영재 지도 교사의 범위도 확대되고 있다. 이전에는 대학의 수학과 또는 수학교육과의 교원이나 대학원에서 수학 교육을 전공하는 교사들이 수학 영재를 지도하였으나, 점차로 영재 교육 연수를 받은 현장 교사들이 영재 지도를 맡고 있다. 이러한 현상은 역설적으로 수학 영재 교육에 대한 기본적인 사항에 대한 논의를 더욱 심각하게 제기한다. 특히 '수학 영재아란 누구인가'와 '수학 영재 교육은 무엇이며 어떻게 시켜야하는가' 하는 질문은 가장 근본적인 질문이면서도 영재 교육을 담당하는 교사들에게는 풀기 힘든 과제가 아닐 수 없다. 본 고에서는 수학 영재의 교수-학습 방법으로 일반적인 교수-학습 방법 중 창의력을 개발하여 주는 수학 학습 방법을 영재들에게 적합하게 적용할 것을 제안하며, 그 일례로 개방형 교수법의 발전적 적용 방법을 전개하여 보았다.

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Bringing Characters to Life: AI Chatbot (캐릭터를 현실로: AI 챗봇)

  • Junghye Min;Sang-Hun Kim;Ji-Min Kim
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2023.07a
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    • pp.25-27
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    • 2023
  • 본 논문에서는 캐릭터 챗봇을 학습시키고, 학습된 모델을 React 기반 웹 페이지에 통합하는 것을 목표로 한다. 웹 페이지 사용자들은 실시간으로 게임이나 영화 캐릭터와 대화할 수 있는 기능을 제공받게 된다. 캐릭터 챗봇은 사용자의 질문을 이해하고 학습된 캐릭터의 특성에 따라 적절한 응답을 생성함으로써 상호작용하게 된다. 사용자가 웹 페이지에서 입력한 질문이나 요청은 챗봇 모델을 통해 처리되며, AI 챗봇은 학습된 지식과 데이터를 활용하여 응답을 생성한다. 사용자는 웹 페이지에서 자연스러운 대화를 통해 원하는 캐릭터와 대화를 이어갈 수 있게 된다.

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