Education in the Era of Generative Artificial Intelligence (AI): Understanding the Potential Benefits of ChatGPT in Promoting Teaching and Learning

Baidoo-Anu, David; Ansah, Leticia Owusu

doi:10.2139/ssrn.4337484

Cited by 603 publications

(399 citation statements)

References 4 publications

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“…Beyond computer science, ChatGPT can be readily applied to medical report generation and comprehension [58], [59], education [60], [61], [62], rigorous math research [63] and finance [64]. Overall, ChatGPT is a versatile tool that promotes general AI usage.…”

Section: Chatgpt: Present and Futurementioning

confidence: 99%

AugGPT: Leveraging ChatGPT for Text Data Augmentation

Dai¹,

Liu²,

Liao³

et al. 2023

Preprint

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Text data augmentation is an effective strategy for overcoming the challenge of limited sample sizes in many natural language processing (NLP) tasks. This challenge is especially prominent in the few-shot learning scenario, where the data in the target domain is generally much scarcer and of lowered quality. A natural and widely-used strategy to mitigate such challenges is to perform data augmentation on the training data to better capture the data invariance and increase the sample size. However, current text data augmentation methods either can not ensure the correct labeling of the generated data (lacking faithfulness) or can not ensure sufficient diversity in the generated data (lacking completeness), or both. Inspired by the recent success of large language models, especially the development of ChatGPT, which demonstrated improved language comprehension abilities, in this work, we propose a text data augmentation approach based on ChatGPT (named ChatAug). ChatGPT is trained on data with unparalleled linguistic richness and employs a reinforcement training process with large-scale human feedback, which endows the model with affinity to the naturalness of human language. Our text data augmentation approach ChatAug rephrases each sentence in the training samples into multiple conceptually similar but semantically different samples. The augmented samples can then be used in downstream model training. Experiment results on few-shot learning text classification tasks show the superior performance of the proposed ChatAug approach over state-of-the-art text data augmentation methods in terms of testing accuracy and distribution of the augmented samples.

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Section: Chatgpt: Present and Futurementioning

confidence: 99%

AugGPT: Leveraging ChatGPT for Text Data Augmentation

Dai¹,

Liu²,

Liao³

et al. 2023

Preprint

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show abstract

“…• Reduce personalization: ChatGPT basically generates responses based on the patterns found in training data. The generated response may not be aligned with the individual's specific needs or choice which may lead to the lack of personalization in query response 28 .…”

Section: Challengesmentioning

confidence: 99%

Opportunities and Challenges of ChatGPT in Academia: A Conceptual Analysis

Islam

2023

Preprint

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ChatGPT, also known as GPT-3, is an AI-based natural language model that has gained a lot of attention in recent times due to its potential applications in various sectors including academia, health, and the like. This AI model is able to offer various automated tasks in the academic sector which were traditionally performed by humans consuming a huge time and effort. This short communication aims to explore the possible opportunities and challenges of ChatGPT in the academic domain. To attain this objective, data are collected from online resources and analyzed following the noticing-collecting-thinking model. As outcomes, the opportunities and challenges of this AI model are described into four concerns of academic domain including research, education, personal skill development and social.

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“…Several works have been reported in this short span covering many real-life applications, and different ways in which ChatGPT can be instrumental in these applications. For example, research and publications [20], academia and education [21][22][23], medical science [24,25], business [26], and global warming [27], to name just a few areas of application.…”

Section: Chatgptmentioning

confidence: 99%

ChatGPT and Vaccines: Can AI Chatbots Boost Awareness and Uptake?

Sohail¹,

Madsen²,

Farhat³

et al. 2023

Preprint

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The global COVID-19 pandemic has affected all spheres of human life, resulting in millions of deaths and overwhelming medical facilities. Moreover, the world has witnessed great financial hardship because of job losses resulting in economic havoc. Many sections of society have contributed in different ways to slow the spread of the virus and protect public health. For example, medical scientists are praised for their efforts to develop COVID-19 vaccines. Clinical trials have shown that the COVID-19 vaccines are highly effective in preventing symptomatic COVID-19 infections. However, many people around the world have been hesitant to get vaccinated. Vaccine misconceptions have emerged and increased due to a combination of factors, including the availability of information on the Internet and the influence of celebrities and opinion leaders. In this context, we have analyzed ChatGPT responses to relevant queries on vaccine misconceptions. The positive responses and supportive opinions provided by the AI chatbot could be instrumental in shaping people’s perceptions of vaccines and in encouraging users to get vaccinated and reduce misconceptions.

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Education in the Era of Generative Artificial Intelligence (AI): Understanding the Potential Benefits of ChatGPT in Promoting Teaching and Learning

Cited by 603 publications

References 4 publications

AugGPT: Leveraging ChatGPT for Text Data Augmentation

AugGPT: Leveraging ChatGPT for Text Data Augmentation

Opportunities and Challenges of ChatGPT in Academia: A Conceptual Analysis

ChatGPT and Vaccines: Can AI Chatbots Boost Awareness and Uptake?

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