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EdArXiv|Jun 2nd, 2023|reportEdArXivJun 2nd, 2023
Coaching, which involves classroom observation and expert feedback, is a widespread and fundamental part of teacher training. However, the majority of teachers do not have access to consistent, high quality coaching due to limited resources and access to expertise. We explore whether generative AI could become a cost-effective complement to expert feedback by serving as an automated teacher coach. In doing so, we propose three teacher coaching tasks for generative AI: (A) scoring transcript...
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EdArXiv|Jun 2nd, 2023|reportEdArXivJun 2nd, 2023
Coaching, which involves classroom observation and expert feedback, is a widespread and fundamental part of teacher training. However, the majority of teachers do not have access to consistent, high quality coaching due to limited resources and access to expertise. We explore whether generative AI could become a cost-effective complement to expert feedback by serving as an automated teacher coach. In doing so, we propose three teacher coaching tasks for generative AI: (A) scoring transcript...
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EdArXiv|Jun 2nd, 2023|reportEdArXivJun 2nd, 2023
Coaching, which involves classroom observation and expert feedback, is a widespread and fundamental part of teacher training. However, the majority of teachers do not have access to consistent, high quality coaching due to limited resources and access to expertise. We explore whether generative AI could become a cost-effective complement to expert feedback by serving as an automated teacher coach. In doing so, we propose three teacher coaching tasks for generative AI: (A) scoring transcript...
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Rose Wang, Dorottya Demszky|Jun 2nd, 2023|preprintRose Wang, Dorottya DemszkyJun 2nd, 2023
Coaching, which involves classroom observation and expert feedback, is a widespread and fundamental part of teacher training. However, the majority of teachers do not have access to consistent, high quality coaching due to limited resources and access to expertise. We explore whether generative AI could become a cost-effective complement to expert feedback by serving as an automated teacher coach. In doing so, we propose three teacher coaching tasks for generative AI: (A) scoring transcript...
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Rose E. Wang, Qingyang Zhang, Carly Robi...|Dec 29th, 2024|preprintRose E. Wang, Qingyang Zhang, Carly Robi...Dec 29th, 2024
Scaling high-quality tutoring remains a major challenge in education. Due to growing demand, many platforms employ novice tutors who, unlike experienced educators, struggle to address student mistakes and thus fail to seize prime learning opportunities. Our work explores the potential of large language models (LLMs) to close the novice-expert knowledge gap in remediating math mistakes. We contribute Bridge, a method that uses cognitive task analysis to translate an expert's latent thought...
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Rose E. Wang, Ana T. Ribeiro, Carly D. R...|Oct 3rd, 2024|preprintRose E. Wang, Ana T. Ribeiro, Carly D. R...Oct 3rd, 2024
Generative AI, particularly Language Models (LMs), has the potential to transform real-world domains with societal impact, particularly where access to experts is limited. For example, in education, training novice educators with expert guidance is important for effectiveness but expensive, creating significant barriers to improving education quality at scale. This challenge disproportionately harms students from under-served communities, who stand to gain the most from high-quality...
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Rose E Wang, Ana T Ribeiro, Carly D Robi...|journalArticleRose E Wang, Ana T Ribeiro, Carly D Robi...
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Rose E. Wang, Ana T. Ribeiro, Carly D. R...|Oct 3rd, 2024|preprintRose E. Wang, Ana T. Ribeiro, Carly D. R...Oct 3rd, 2024
Generative AI, particularly Language Models (LMs), has the potential to transform real-world domains with societal impact, particularly where access to experts is limited. For example, in education, training novice educators with expert guidance is important for effectiveness but expensive, creating significant barriers to improving education quality at scale. This challenge disproportionately harms students from under-served communities, who stand to gain the most from high-quality...