使用多種 AI 模型和提示格式擴展簡單提示到詳細提示 1. Language Models (LMs) 1.1 Simple Prompt Expansion 輸入:What is AI? 輸出: * What is artificial intelligence? * How does AI work? * What are the applications of AI? * What is the future of AI? 1.2 Multi-Step Reasoning 輸入:What is the impact of AI on jobs? 輸出: * What are the current trends in AI adoption? * How will AI automation affect the job market? * What are the potential benefits and drawbacks of AI on employment? * How can we prepare workers for an AI-driven economy? 2. Generative Models (GMs) 2.1 Text-to-Text Generation 輸入:Summarize the benefits of AI in healthcare. 輸出: The benefits of AI in healthcare include: * Improved diagnosis accuracy through machine learning algorithms * Enhanced patient care through personalized medicine * Streamlined clinical workflows with automated tasks * Early detection of diseases through predictive analytics 2.2 Dialogue Generation 輸入:Create a conversation about AI ethics. 輸出: User: What are the ethical considerations of AI development? AI Assistant: Ah, that's a great question! One major concern is bias in AI decision-making. How do you think we can mitigate that? User: Hmm, that's a tough one. Maybe we need more diverse training data? AI Assistant: Exactly! Diverse data can help reduce bias. Another issue is accountability – who's responsible when AI makes a mistake? 3. Hybrid Models (HMs) 3.1 Question Answering 輸入:What are the key challenges in AI development? 輸出: The key challenges in AI development include: * Explainability: Understanding how AI models make decisions * Robustness: Ensuring AI systems are secure and resilient to attacks * Fairness: Developing AI that is unbiased and fair * Scalability: Building AI systems that can handle large datasets and complex tasks 3.2 Conversational QA 輸入:What are the benefits of using AI in education? 輸出: AI in education can: * Personalize learning: Tailor educational content to individual students' needs * Enhance engagement: Make learning more interactive and fun * Improve assessment: Automate grading and provide instant feedback * Support teachers: Free up instructors to focus on more important tasks