MarkTechPost@AI 2024年08月14日
LessonPlanner: A Tool for Enhancing Novice Teachers’ Effectiveness by Integrating Large Language Models with Structured Pedagogical Strategies to Improve Lesson Planning Quality
index_new5.html
../../../zaker_core/zaker_tpl_static/wap/tpl_guoji1.html

 

LessonPlanner 是一款将大型语言模型与结构化的教学策略相结合的工具,旨在帮助新手教师创建详细有效的教学计划。该工具利用大型语言模型生成定制的教学内容,并整合 Gagne 的九项教学事件,提供结构化的指导,从而简化教学计划过程并确保生成的教学内容符合教学原则,并根据教师和学生的具体需求进行调整。

🤔 LessonPlanner 旨在解决新手教师在创建有效教学计划方面遇到的挑战。新手教师通常缺乏组织教学材料和有效运用教学策略的经验,导致教学计划质量不一致,教学效率低下。

💡 LessonPlanner 通过整合大型语言模型和 Gagne 的九项教学事件,为教师提供结构化的指导,帮助他们创建详细的教学计划。Gagne 的九项教学事件包括获得注意、提供学习者指导、引发表现等策略,这些策略有助于确保教学计划的结构合理,并根据教师和学生的具体需求进行调整。

🚀 研究表明,LessonPlanner 显著提高了教学计划的质量。参与者在使用 LessonPlanner 后,教学计划质量平均提高了 30% 以上。专家访谈也强调了该工具的实用性,新手教师认为该工具能够提供组织良好的教学大纲和启发性的内容。

🌟 LessonPlanner 的优势在于它能够根据教师和学生的具体需求进行调整,并提供用户友好的界面。它可以帮助教师节省时间和精力,提高教学效率,并确保教学计划符合教学原则。

🎯 LessonPlanner 为新手教师提供了一个强大的工具,帮助他们克服创建有效教学计划的挑战,提高教学效率,并最终提升教学质量。

Integrating advanced educational technology has opened new avenues for enhancing teaching effectiveness, particularly using large language models (LLMs). These models are increasingly being explored as tools to assist educators, especially those new to teaching, in developing detailed and effective lesson plans. The application of LLMs in education is driven by the potential to generate tailored instructional content that adapts to various teaching scenarios, providing substantial support to educators who may lack experience or resources.

Novice teachers frequently encounter significant challenges in creating well-structured lesson plans. The core of the problem lies in their limited experience organizing instructional materials and applying pedagogical strategies effectively. This inexperience often results in inconsistent lesson quality and inefficiencies in lesson delivery. Curating relevant teaching resources is time-consuming and prone to producing suboptimal results, as teachers must sift through vast amounts of material to find content that aligns with their specific teaching objectives. These challenges can hinder the educational experience, making it difficult for teachers to achieve their instructional goals.

Traditional lesson planning methods typically involve referring to textbooks, consulting existing lesson plans, and searching online for relevant materials. However, these approaches are far from efficient. While they provide a foundation for lesson content, they often fail to address the needs of individual classes or the unique teaching styles of different educators. Teachers using generic LLMs, such as ChatGPT, usually find that while these tools can generate useful content, the outputs are fragmented and require significant refinement to be useful in a classroom setting.

Researchers from Sun Yat-sen University and Cornell University introduced LessonPlanner, designed to assist teachers, particularly novices, in constructing detailed and effective lesson plans. LessonPlanner is an interactive system that integrates pedagogy-driven content generation with the structured guidance of Gagne’s Nine Events of Instruction. This tool simplifies the lesson planning process and ensures that the generated content is pedagogically sound and tailored to the teacher’s and their student’s specific needs.

LessonPlanner allows users to input basic information about their course, such as the course name, lesson topic, and the student’s academic level. The system then generates a detailed lesson plan outline based on these inputs, guided by well-established educational theories. For example, Gagne’s Nine Events of Instruction, which includes strategies such as gaining attention, providing learner guidance, and eliciting performance, are integral to the plan’s structure. Teachers can then interact with the system to extend and customize the outline with specific activities and teaching materials. The tool also offers options to generate content, request explanations, and obtain suggestions for effectively delivering the lesson.

The performance of LessonPlanner was evaluated through a within-subjects study involving twelve participants and expert interviews with six novice teachers. The study revealed that LessonPlanner significantly improved the quality of lesson plans. Specifically, the system reduced the workload associated with lesson planning. The participants, graduate students or senior undergraduates, reported that using LessonPlanner made the lesson planning process more efficient and less stressful. On average, the quality of the lesson plans improved by over 30% when using LessonPlanner compared to traditional methods. The expert interviews underscored the tool’s usefulness, with novice teachers highlighting its ability to provide well-organized outlines and inspiring content.

In conclusion, LessonPlanner presents a promising solution to the challenges faced by novice teachers in creating effective lesson plans. By integrating large language models with pedagogical frameworks, the tool simplifies the lesson-planning process and enhances the quality of the resulting instructional content. The system’s ability to adapt to individual needs and user-friendly interface make it valuable for educators striving to improve their teaching effectiveness. With a notable increase in lesson quality and a significant reduction in preparation workload, LessonPlanner is poised to become an essential tool in the modern educator’s toolkit, particularly for those new to the profession.


Check out the Paper. All credit for this research goes to the researchers of this project. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Group. If you like our work, you will love our newsletter..

Don’t Forget to join our 48k+ ML SubReddit

Find Upcoming AI Webinars here


The post LessonPlanner: A Tool for Enhancing Novice Teachers’ Effectiveness by Integrating Large Language Models with Structured Pedagogical Strategies to Improve Lesson Planning Quality appeared first on MarkTechPost.

Fish AI Reader

Fish AI Reader

AI辅助创作,多种专业模板,深度分析,高质量内容生成。从观点提取到深度思考,FishAI为您提供全方位的创作支持。新版本引入自定义参数,让您的创作更加个性化和精准。

FishAI

FishAI

鱼阅,AI 时代的下一个智能信息助手,助你摆脱信息焦虑

联系邮箱 441953276@qq.com

相关标签

LessonPlanner 大型语言模型 教学计划 新手教师 教育科技
相关文章