CYCLApr 14, 2023

ChatGPT: Applications, Opportunities, and Threats

arXiv:2304.09103v1198 citationsh-index: 15
Originality Synthesis-oriented
AI Analysis

This paper provides a broad overview of ChatGPT's impacts, but it is incremental as it reviews existing literature without introducing new methods or data.

The study examines the applications, opportunities, and threats of ChatGPT across 10 domains, with detailed examples in business, industry, and education, and finds that GPT-4 performs significantly better than GPT-3.5 in an experimental comparison.

Developed by OpenAI, ChatGPT (Conditional Generative Pre-trained Transformer) is an artificial intelligence technology that is fine-tuned using supervised machine learning and reinforcement learning techniques, allowing a computer to generate natural language conversation fully autonomously. ChatGPT is built on the transformer architecture and trained on millions of conversations from various sources. The system combines the power of pre-trained deep learning models with a programmability layer to provide a strong base for generating natural language conversations. In this study, after reviewing the existing literature, we examine the applications, opportunities, and threats of ChatGPT in 10 main domains, providing detailed examples for the business and industry as well as education. We also conducted an experimental study, checking the effectiveness and comparing the performances of GPT-3.5 and GPT-4, and found that the latter performs significantly better. Despite its exceptional ability to generate natural-sounding responses, the authors believe that ChatGPT does not possess the same level of understanding, empathy, and creativity as a human and cannot fully replace them in most situations.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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