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The opportunities and challenges of ChatGPT in education

1. Introduction

Recent strides in deep machine learning have birthed platforms capable of generating human-like text, with ChatGPT emerging as a standout among AI-powered content writers like Rytr, Jasper, and CopyAI. Its standout features include versatile text production for various applications, continuous learning, and free accessibility, coupled with an interactive chat format suitable for users of diverse technical backgrounds. Developed by OpenAI, ChatGPT harnesses the GPT architecture, fine-tuned for tasks like text generation, question answering, and dialogue systems, trained extensively on internet text data to replicate human-like text.

This AI model’s capacity to interpret and generate text extends its utility to diverse natural language processing tasks, from customer service chatbots to creative writing and language translation. However, its seamless text production capability raises concerns about academic integrity, posing challenges in assessing students fairly and authentically. Discerning AI-produced content from human writing is very difficult, urging educational institutions to adapt assessments to include AI-generated material for equitable evaluations. This overview sheds light on ChatGPT’s impact on student integrity, addressing challenges and opportunities while emphasizing the need for measures to counter its disruptive nature, contributing significantly to the discourse on learning and academic integrity.

2. ChatGPT now

2.1 ChatGPT’s Diverse Usages

Initially perceived for essay writing, ChatGPT expanded its utility into coding, presenting new challenges for secure interaction. Detection of AI-generated essays poses difficulties for plagiarism checks, raising valid concerns. Across sectors like marketing and education, employees leverage ChatGPT to enhance productivity.

2.2 Varied Applications of ChatGPT

Beyond essays, ChatGPT finds use in building chatbots, e-commerce, language and code generation, and even poetry. However, its educational use raises integrity issues and impacts the competitiveness of higher education. While some support AI integration, concerns linger about its impact on engagement.

2.3 Socio-Economic Impact of ChatGPT

ChatGPT’s socio-economic impact includes job disruption, improved information accessibility, but also concerns regarding biases and discrimination. Digital competence becomes crucial for effective interaction with AI tools like ChatGPT.

2.4 Tools for Distinguishing AI-generated Content

Efforts with tools like GPTZero and AICheatCheck aim to distinguish AI-generated content but face limitations in accurately identifying AI-produced text or code. These tools struggle to provide precise distinctions in various languages and text lengths.

2.5. Public Sentiment Around ChatGPT

Social media analysis reflects divergent opinions within industries regarding ChatGPT’s impact and potential disruptions. While some view it as transformative, others see it as disruptive, reflecting varied opinions and concerns across different sectors.

3. Method

Twitter data was extracted using RapidMinder’s “Search Twitter” and “Write Excel” functions, focusing on English-language tweets containing the term “ChatGPT.” Over 10,000 recent or popular tweets from January 14 to 17, 2023, were collected within three days. Filtering out retweets and duplicates using RapidMinder’s “Remove Duplicates and Filtering” narrowed the dataset to 3,870 tweets stored in an Excel document. Subsequent NLP pre-processing prepared the data for sentiment analysis using VADER, categorizing tweets into positive, negative, and neutral sentiments. Among 3,870 English tweets analyzed, 2013 were positive, 804 negative, and 1053 neutral. Further analysis involved LDA modeling to reveal hidden topics within ChatGPT tweets, identifying six topics and their associated keywords in the bottom Table.

Topic#1: ChatGPT skill#2: ChatGPT in educastion#3: Artificial intelligence#4: Answer and plagiarism#5: Machine learning#6: Generate data
1LightChatGPTChatGPTChatGPTChatGPTChatGPT
2SkillStudentsIntelligenceAnswerHackersData
3OracleEssaysArtificialPlagiarismMachine
Learning
Generate
4OpenAIEducationDeepMindTeachWorstInformation
5ChatGPTStudentRivalUniversitiesTrainingContent
Sources : Authors compilation with RapidMiner.

4. Discussion

The analysis reveals a positive sentiment towards ChatGPT on Twitter, highlighting its efficiency in problem-solving. To address potential academic integrity issues related to AI-generated content, educational institutions should establish clear guidelines on its use, design assessments incorporating such material, and involve students in research to counter negative implications. The prevalence of information overload among students, exacerbated by excessive screen time, poses cognitive challenges when excessively relying on AI like ChatGPT for problem-solving. Solutions include making AI systems engaging, incorporating human interaction, providing support for technological barriers, and empowering students to personalize their learning. While AI streamlines administrative tasks in education, it should complement rather than replace human expertise. Implementing AI in education requires understanding student needs and fostering engagement through tailored solutions.

5. Conclusion

This research aimed to explore ChatGPT’s role in Education by thoroughly assessing its use, opportunities, challenges, and implications alongside other AI tools. The sentiment analysis unveiled a predominantly positive perspective on ChatGPT, indicating its sustained relevance. However, integrating ChatGPT into university curricula should be approached thoughtfully to avoid impacting students’ cognitive reasoning. Despite the study’s reliance on Twitter data, representing diverse opinions, and the use of the free ChatGPT platform with GPT-3, there are limitations. Future investigations should narrow down the sample size, focus on specific populations, and utilize mixed-methods research to delve deeper into ChatGPT’s impact on student engagement.