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Large Language Models for Education: A Survey

Xu, Hanyi, Gan, Wensheng, Qi, Zhenlian, Wu, Jiayang, Yu, Philip S.

arXiv.org Artificial Intelligence

Artificial intelligence (AI) has a profound impact on traditional education. In recent years, large language models (LLMs) have been increasingly used in various applications such as natural language processing, computer vision, speech recognition, and autonomous driving. LLMs have also been applied in many fields, including recommendation, finance, government, education, legal affairs, and finance. As powerful auxiliary tools, LLMs incorporate various technologies such as deep learning, pre-training, fine-tuning, and reinforcement learning. The use of LLMs for smart education (LLMEdu) has been a significant strategic direction for countries worldwide. While LLMs have shown great promise in improving teaching quality, changing education models, and modifying teacher roles, the technologies are still facing several challenges. In this paper, we conduct a systematic review of LLMEdu, focusing on current technologies, challenges, and future developments. We first summarize the current state of LLMEdu and then introduce the characteristics of LLMs and education, as well as the benefits of integrating LLMs into education. We also review the process of integrating LLMs into the education industry, as well as the introduction of related technologies. Finally, we discuss the challenges and problems faced by LLMEdu, as well as prospects for future optimization of LLMEdu.


AI Applications Extend Throughout Education Sector

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The application of AI in the education sector continues to expand use cases around the globe. The education industry, while scrutinized for sometimes being slow to adapt to changes experienced outside of the physical confines of a classroom or lecture hall, finds itself at the center of Artificial Intelligence (AI) discussions. Like most industries, AI has created a set of forced choices in the wake of data purporting a professional base of employees, not all of whom will be human over the next decade. International Data Corporation's (IDC) research notes that worldwide spending on AI-Centric systems will surpass $300 Billion by 2026. Furthermore, according to IDC forecasts, the continued integration of AI into various products and services looks to grow CAGR by 26.5% between 2022-2026. As Michael Horn shared with Forbes late last year, many notable educational voices support a gradual restructuring of the industry, addressing the current and forecasted needs of all stakeholders.


How AI could influence learning across subjects, while becoming a crucial one itself

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The education industry is having to grapple with where artificial intelligence can fit into schools, from lesson plans to teacher training, since the technology has been propelled to the forefront of debates in recent months. The chatbot ChatGPT has caused shockwaves through the education industry over concerns about cheating and how students will learn, but the importance of AI in technological education has also been highlighted in the discussion. The introduction of AI could one day be integrated into all school subjects, not just computer science, experts say. And familiarity with the technology itself could soon become essential for students. "The way that we integrate AI education to the classroom is really an approach to connect artificial intelligence with core subjects like English, science, math, social studies, in addition to computer science and career technology education," Alex Kotran, co-founder and CEO of the AI Education Project, told The Hill.


Artificial Intelligence's New Role In Medicine, Finance And Other Industries - How Computer Learning Is Changing Every Corner Of The Market

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Whether you've noticed it or not, artificial intelligence (AI) impacts every industry and almost every aspect of your life. AI-powered tools can now create legal documents, write reports and even teach you about a specific topic from a simple text prompt. AI is even being used to assist with fraud detection, diagnose diseases and help with ensuring that you're only shown programs that you're interested in when you log in to your streaming service of choice. We looked at AI's new role in medicine, finance and other industries to see how this technology is impacting the world--plus how to invest with and in AI. Artificial intelligence is essentially about training computers to perform tasks that would typically be reserved for humans.


Learning with the Internet of Things and Artificial Intelligence: harnessing their potential

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Artificial Intelligence (AI) and the Internet of Things (IoT) are working together to transform the education industry. With students being given the chance to receive personalized guidance from teachers or other knowledgeable sources boasting years of experience in their fields, AI and IoT are taking education into bold new territory. Technologies not only secure independence for students, but also facilitate interaction between teachers and students through the use of new platforms and applications designed to promote learning based on what's appealing to today's youth seeking assurance they can succeed in their journeys into the future. Research shows there's significant potential for growth in the global AI in the Education sector and here's some background detail on it. How will AI and IoT be used to make the education industry more efficient?


Adoption of AI/ML: How artificial intelligence is scaling up the education industry

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With the advancement of technology, artificial intelligence and machine learning (AI/ML) is on the verge of becoming an integral part of every industry, and education is no exception. "With AI being enabled, learning can be customised for students. In the last few years, due to the emergence of machine learning, data has been treated as a prime knowledge resource and it is valued. Simultaneously, tech-based industry has upped the demand for AI/ML rapidly, therefore more students are taking up the course due to good career opportunities," Rajesh Khanna, professor, president, NIIT University, said. Besides courses, it is has been observed that the such technology is being leveraged by ed-tech platforms as an business strategy enhancing tool.


Artificial Intelligence (AI) in Education Market 2022 Statistical Forecasts 2028 – Cognii, Carnegie Learning, Microsoft, Third Space Learning, Metacog and Bridge-U - Buckeyes 101

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The global Artificial Intelligence (AI) in Education industry research digs into the topic, covering classifications, implementations, meanings, and supply chain frameworks. The production position, development objectives, efforts, and cost information are all briefly mentioned in the report. The most recent industry study survey, which is being provided to a global audience, comprises development patterns, an Artificial Intelligence (AI) in Education industry prognosis, and the growth status of important areas. The report also looks at the impact of the COVID-19 outbreak on global consumer pricing, market share, and yearly growth rate. The global Artificial Intelligence (AI) in Education research report evaluates the industry's current condition and future prospects, as well as the market size and market share by geography.


Bhavesh Parmar on LinkedIn: How Artificial Intelligence can Enhance the Education Industry - HData

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Top 5 Game Development Software According to the sts, there are more than 2 billion gamers around the globe which is almost 26% of the total global population. Almost 38% of the gamers belong to the age group of 18 to 34 years, and 7% of them belong to the 65 age group. The legion of gamers includes high school students, engineers, Creative Professionals, Qualified Doctors, and people from other sophisticated professions.


How Artificial Intelligence can Enhance the Education Industry in 2022

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Harnil Oza is a CEO of HData Systems - Data Science Company & Hyperlink InfoSystem a top mobile app development company based in USA & India having a team of best app developers who deliver best mobile solutions mainly on Android and iOS platform and also listed as one of the top app development companies by leading research platform.

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Artificial Intelligence, the Blue Ocean of the Education Industry

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Currently, CLASSUM is interested in exploring changes in the Edtech industry. CLASSUM carefully analyzed and selected five trending keywords. The first keyword is Artificial Intelligence, also known as AI. Finding someone who has never heard of AI will be challenging today. AI has been utilized in the education industry over the last few years.