The Power of Generative AI: A Review of Requirements, Models, Input–Output Formats, Evaluation Metrics, and Challenges

Future Internet, Journal Year: 2023, Volume and Issue: 15(8), P. 260 - 260

Published: July 31, 2023

Generative artificial intelligence (AI) has emerged as a powerful technology with numerous applications in various domains. There is need to identify the requirements and evaluation metrics for generative AI models designed specific tasks. The purpose of research aims investigate fundamental aspects systems, including their requirements, models, input–output formats, metrics. study addresses key questions presents comprehensive insights guide researchers, developers, practitioners field. Firstly, necessary implementing systems are examined categorized into three distinct categories: hardware, software, user experience. Furthermore, explores different types described literature by presenting taxonomy based on architectural characteristics, such variational autoencoders (VAEs), adversarial networks (GANs), diffusion transformers, language normalizing flow hybrid models. A classification input output formats used also provided. Moreover, proposes system discusses commonly AI. findings contribute advancements field, enabling effectively implement evaluate applications. significance lies understanding that crucial effective planning, design, optimal performance. aids selecting suitable options driving advancements. Classifying enables leveraging diverse customized while establish standardized methods assess model quality

Language: Английский

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Analyzing the role of ChatGPT as a writing assistant at higher education level: A systematic review of the literature

Contemporary Educational Technology, Journal Year: 2023, Volume and Issue: 15(4), P. ep464 - ep464

Published: Aug. 22, 2023

This study examines the role of ChatGPT as a writing assistant in academia through systematic literature review 30 most relevant articles. Since its release November 2022, has become debated topic among scholars and is also being used by many users from different fields. Many articles, reviews, blogs, opinion essays have been published which potential discussed. For this review, 550 articles six months after ChatGPT’s (December 2022 to May 2023) were collected based on specific keywords, final finalized PRISMA flowchart. The analyzed identifies opinions scenarios associated with using how interact it. Findings show that artificial intelligence (AI) education part ongoing development process, latest chatbot, Therefore, particularly academic writing, both opportunities challenges adopting assistant. need understand an aid facilitator for learners instructors, chatbots are relatively beneficial devices facilitate, create ease support process. However, should revisit update students’ teachers’ training, policies, assessment ways courses integrity originality, like plagiarism issues, AI-generated assignments, online/home-based exams, auto-correction challenges.

Language: Английский

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A multinational study on the factors influencing university students’ attitudes and usage of ChatGPT

Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)

Published: Jan. 23, 2024

Abstract Artificial intelligence models, like ChatGPT, have the potential to revolutionize higher education when implemented properly. This study aimed investigate factors influencing university students’ attitudes and usage of ChatGPT in Arab countries. The survey instrument “TAME-ChatGPT” was administered 2240 participants from Iraq, Kuwait, Egypt, Lebanon, Jordan. Of those, 46.8% heard 52.6% used it before study. results indicated that a positive attitude were determined by ease use, towards technology, social influence, perceived usefulness, behavioral/cognitive influences, low risks, anxiety. Confirmatory factor analysis adequacy constructs. Multivariate demonstrated significantly influenced country residence, age, type, recent academic performance. validated as useful tool for assessing adoption among students. successful integration relies on elements, anxiety, minimal risks. Policies should be tailored individual contexts, considering variations student observed this

Language: Английский

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ChatGPT in education: Methods, potentials, and limitations

Computers in Human Behavior Artificial Humans, Journal Year: 2023, Volume and Issue: 1(2), P. 100022 - 100022

Published: Aug. 1, 2023

ChatGPT has been under the scrutiny of public opinion including in education. Yet, less work done to analyze studies conducted on educational contexts. This review paper examines where is employed literature and areas potential, challenges, future work. A total 64 publications were included this using general framework open axial coding. We coded summarized methods, reported potentials, limitations, each study. Thematic analysis reviewed revealed that most extant education explore through a commentary non-empirical lens. The potentials include but are not limited development personalized complex learning, specific teaching learning activities, assessments, asynchronous communication, feedback, accuracy research, personas, task delegation cognitive offload. Several challenge or will be facing also shared. Examples plagiarism deception, misuse lack accountability, privacy. There thus both concerns optimism about use education, yet pressing need ensure student academic integrity sacrificed. Our provides summary literature. further provide comprehensive unique discussion considerations for

Language: Английский

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A study on ChatGPT for Industry 4.0: Background, potentials, challenges, and eventualities

Journal of Economy and Technology, Journal Year: 2023, Volume and Issue: 1, P. 127 - 143

Published: Aug. 24, 2023

ChatGPT is an Artificial Intelligence (AI)-powered Natural Language Processing (NLP) tool that comprehends and produces text in response to given commands. It can be adopted for various requirements, like answering our inquiries, assisting us with content creation, translating languages, more. The fourth industrial revolution, called "Industry 4.0," denotes a new production age focused on automation, digitalisation, real-time connectivity of systems. help Industry 4.0 variety ways. AI-driven process optimisation poised revolutionise by enhancing productivity, quality assurance, efficiency. For developing this paper, articles ChatGPT/ AI were identified through Scopus, ScienceDirect, Google Scholar ResearchGate. progresses due the incorporation cutting-edge technology AI, Machine Learning (ML), NLP Manufacturing operations are changing. language model becoming well-known daily use because its promising applications. In framework 4.0, it promises processes assist advancement boosting business productivity This paper studies major need 4.0. Various associated features, traits versatile competencies briefed. Finally, identifies discusses significant applications very flexible efficient method creating human-machine interfaces automatically generating text, which provides proper knowledge guidance employee. Applications include chatbots, virtual assistants, automated customer care, translation, production. future, will become effective communication automating

Language: Английский

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The effects of artificial intelligence applications in educational settings: Challenges and strategies

Technological Forecasting and Social Change, Journal Year: 2023, Volume and Issue: 199, P. 123076 - 123076

Published: Dec. 14, 2023

With the continuous intervention of AI tools in education sector, new research is required to evaluate viability and feasibility extant platforms inform various pedagogical methods instruction. The current manuscript explores cumulative published literature date order key challenges that influence implications adopting models Education Sector. researchers' present works both favour against AI-based applications within Academic milieu. A total 69 articles from a 618-article population was selected diverse academic journals between 2018 2023. After careful review articles, presents classification structure based on five distinct dimensions: user, operational, environmental, technological, ethical challenges. recommends use ChatGPT as complementary teaching-learning aid including need afford customized optimized versions tool for teaching fraternity. study addresses an important knowledge gap how enhance educational settings. For instance, discusses interalia range AI-related effects learning creative prompts, training datasets genres, incorporation human input data confidentiality elimination bias. concludes by recommending strategic solutions emerging identified while summarizing ways encourage wider adoption other sector. insights presented this can act reference policymakers, teachers, technology experts stakeholders, facilitate means sector more generally. Moreover, provides foundation future research.

Language: Английский

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Suicide Risk Assessments Through the Eyes of ChatGPT-3.5 Versus ChatGPT-4: Vignette Study

JMIR Mental Health, Journal Year: 2023, Volume and Issue: 10, P. e51232 - e51232

Published: Sept. 20, 2023

ChatGPT, a linguistic artificial intelligence (AI) model engineered by OpenAI, offers prospective contributions to mental health professionals. Although having significant theoretical implications, ChatGPT's practical capabilities, particularly regarding suicide prevention, have not yet been substantiated.The study's aim was evaluate ability assess risk, taking into consideration 2 discernable factors-perceived burdensomeness and thwarted belongingness-over 2-month period. In addition, we evaluated whether ChatGPT-4 more accurately risk than did ChatGPT-3.5.ChatGPT tasked with assessing vignette that depicted hypothetical patient exhibiting differing degrees of perceived belongingness. The assessments generated ChatGPT were subsequently contrasted standard evaluations rendered Using both ChatGPT-3.5 (May 24, 2023), executed 3 evaluative procedures in June July 2023. Our intent scrutinize ChatGPT-4's proficiency various facets relation the abilities professionals an earlier version (March 14 version).During period 2023, found likelihood attempts as similar norms (n=379) under all conditions (average Z score 0.01). Nonetheless, pronounced discrepancy observed performed version), which markedly underestimated potential for attempts, comparison carried out -0.83). empirical evidence suggests evaluation incidence suicidal ideation psychache higher 0.47 1.00, respectively). Conversely, level resilience assessed (both versions) be lower offered -0.89 -0.90, respectively).The findings suggest estimates manner akin provided terms recognizing ideation, appears precise. However, psychache, there overestimation ChatGPT-4, indicating need further research. These results implications support gatekeepers, patients, even professionals' decision-making. Despite clinical potential, intensive follow-up studies are necessary establish use capabilities practice. finding frequently underestimates especially severe cases, is troubling. It indicates may downplay one's actual level.

Language: Английский

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Introduction to Artificial Intelligence

Published: Dec. 28, 2024

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The influence of ChatGPT on student engagement: A systematic review and future research agenda

Computers & Education, Journal Year: 2024, Volume and Issue: 219, P. 105100 - 105100

Published: June 8, 2024

ChatGPT, a state-of-the-art artificial intelligence (AI) chatbot, has gained considerable attention as transformative yet controversial tool for enhancing teaching and learning experiences. Several reviews numerous articles have been written about harnessing ChatGPT in education since its release on November 30, 2022. Besides summarising strengths, weaknesses, opportunities, threats (SWOT) identified previous systematic of research, this review aims to develop new understanding influence student engagement by synthesising the existing related research using three-dimensional framework comprising behavioural, emotional, cognitive aspects. We searched relevant databases included 72 empirical studies published within one year ChatGPT's initial release. The findings reveal robust but narrowly focused evidence behavioural (i.e., work with ChatGPT) disengagement academic dishonesty). emotional aspect is mixed, instances both (e.g., satisfaction interest/fun) disappointment worry/anxiety). There broad weak regarding increased positive self-perception) reduced critical thinking overreliance). Our uncovers several under-explored indicators engagement, pointing need further research. Specifically, future could focus students' study habits attendance (behavioural engagement), social interaction (emotional self-regulation (cognitive engagement) ChatGPT-supported environments.

Language: Английский

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Role and Challenges of ChatGPT and Similar Generative Artificial Intelligence in Business Management

SSRN Electronic Journal, Journal Year: 2023, Volume and Issue: unknown

Published: Jan. 1, 2023

The incorporation of ChatGPT and other Large Language Models (LLMs) has transformed the landscape Business Management across various sectors. This research delves into multifaceted roles these advanced AI technologies play in optimizing different aspects business management. facilitates smooth communication, automates customer support, generates leads, offers personalized experiences, enhancing relationship management from relations to market analysis. Additionally, financial analysis forecasting, LLMs assist businesses interpreting data, enabling data-driven decision-making precise planning. study explores challenges faced by when integrating areas Ethical concerns, such as data privacy algorithmic biases, necessitate careful consideration, urging maintain transparency fairness their AI-driven interactions. Moreover, human resource management, aid talent acquisition, employee training, performance analysis, revolutionizing HR processes. Furthermore, investigates transformative potential similar fostering innovation creativity within By automating routine tasks supply chain logistics, employees can concentrate on strategic planning innovation, thereby operational efficiency competitiveness. highlights significant impact diverse fields While emphasizing benefits, it underscores importance for navigate challenges, promote ethical practices, empower workforce fully utilize an ever-evolving landscape.

Language: Английский

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