8. Retrieval Augmented Generation

Retrieval Augmented Generation

Retrieval Augmented Generation combines retrieval of information from existing knowledge sources with the generation of new content. It enhances the language model’s responses by incorporating relevant information from external sources.

• Example: Retrieving facts from a database about historical events and then using the retrieved information to generate detailed and accurate descriptions.

15 different types of Retrieval Augmented Generation (RAG) prompting, each for a specific real-life scenario

1. Educational Assistance: “Generate an explanation for the concept of photosynthesis, incorporating information from reliable sources and providing clear examples.”
2. Healthcare Information: “Summarize recent research papers on the efficacy of COVID-19 vaccines, citing relevant studies and highlighting key findings.”
3. Customer Support Queries: “Provide troubleshooting steps for resolving network connectivity issues on a Windows 10 computer, including screenshots or diagrams for clarity.”
4. Legal Document Drafting: “Compose a concise legal memorandum outlining the arguments and case law relevant to a breach of contract dispute in the context of commercial real estate transactions.”
5. Marketing Content Creation: “Generate engaging social media posts promoting a new skincare product, incorporating persuasive language and highlighting key benefits and features.”
6. Academic Research Synthesis: “Compile a literature review on the impact of climate change on biodiversity conservation efforts, synthesizing findings from peer-reviewed articles and environmental reports.”
7. Creative Writing Assistance: “Craft a captivating opening paragraph for a fantasy novel set in a magical kingdom, introducing the main characters and setting the scene for an epic adventure.”
8. Technical Documentation Generation: “Write step-by-step instructions for assembling a DIY furniture kit, including illustrations or videos to guide users through the process.”
9. Financial Analysis Summary: “Summarize the quarterly earnings report of a Fortune 500 company, analyzing key financial metrics, such as revenue, profit margins, and market trends.”
10. Human Resources Policies: “Draft a company-wide email announcing updates to the employee handbook, summarizing policy changes related to remote work, performance evaluations, and diversity initiatives.”
11. Travel Itinerary Planning: “Create a personalized travel itinerary for a week-long vacation in Paris, including recommendations for sightseeing, dining, and accommodation options.”
12. Historical Event Narratives: “Write a narrative account of the American Civil War, highlighting key battles, political developments, and social consequences of the conflict.”
13. STEM Curriculum Development: “Develop interactive lesson plans for teaching elementary school students about the water cycle, incorporating hands-on experiments and multimedia resources.”
14. Environmental Sustainability Strategies: “Propose actionable initiatives for reducing carbon emissions in urban areas, considering transportation, energy production, and waste management solutions.”
15. Psychological Counseling Support: “Generate responses to common mental health concerns, offering empathetic guidance and coping strategies for managing stress, anxiety, and depression.”

Each of these prompts is designed to leverage the retrieval-augmented generation capabilities of ChatGPT to assist with various tasks and responsibilities across different domains.