Quick Start Guide to Large Language Models: Strategies and Best Practices for ChatGPT, Embeddings, Fine-Tuning, and Multimodal AI, 2nd Edition

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LLM Application Archetypes

In this appendix, you’ll find a comprehensive table showcasing different archetypes of LLM applications and the related factors you should consider for each. The table serves as a concise guide to the myriad ways we can apply and manipulate these models, along with their potential pitfalls and mitigation strategies.

General Chatbots / Retrieval Augmented Generation (RAG)

Applications	Data	Potential Pitfalls	Strategies for Implementing
Customer service, personal assistance, entertainment, healthcare, education, etc.	Dialogue datasets, domain-specific knowledge bases.	The bot may not reflect the intended persona, risk of semantic misunderstanding, incorrect responses to complex queries.	Defining and grounding ...