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ChatGPT for Conversational AI and Chatbots

You're reading from   ChatGPT for Conversational AI and Chatbots Learn how to automate conversations with the latest large language model technologies

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Product type Paperback
Published in Jul 2024
Publisher Packt
ISBN-13 9781805129530
Length 250 pages
Edition 1st Edition
Tools
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Author (1):
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Adrian Thompson Adrian Thompson
Author Profile Icon Adrian Thompson
Adrian Thompson
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Table of Contents (15) Chapters Close

Preface 1. Part 1: Foundations of Conversational AI FREE CHAPTER
2. Chapter 1: An Introduction to Chatbots, Conversational AI, and ChatGPT 3. Chapter 2: Using ChatGPT with Conversation Design 4. Part 2: Using ChatGPT, Prompt Engineering, and Exploring LangChain
5. Chapter 3: ChatGPT Mastery – Unlocking Its Full Potential 6. Chapter 4: Prompt Engineering with ChatGPT 7. Chapter 5: Getting Started with LangChain 8. Chapter 6: Advanced Debugging, Monitoring, and Retrieval with LangChain 9. Part 3: Building and Enhancing ChatGPT-Powered Applications
10. Chapter 7: Vector Stores as Knowledge Bases for Retrieval-augmented Generation 11. Chapter 8: Creating Your Own LangChain Chatbot Example 12. Chapter 9: The Future of Conversational AI with LLMs 13. Index 14. Other Books You May Enjoy

Limitations of ChatGPT

ChatGPT, as with other LLMs, is not fallible and has several significant risks, limitations, and security considerations that are important to be aware of if you are going to use ChatGPT in production conversational AI use cases.

Limitations

There is no doubt that ChatGPT has some incredible capabilities, but let’s take a look at where things can go wrong.

Accuracy and depth

Probably the most well-known limitation and the one that has garnered the most effort to overcome is ChatGPT’s “information cutoff” date. The early GPT-4 models were trained on publicly available internet data, with cutoff dates as far back as 2021. The latest GPT models have shown improvements. According to OpenAI, the newest GPT-4 Turbo (gpt-4-turbo) has a knowledge cutoff of December 2023. However, beyond this point, it is not updated with the latest information or events. This limitation means that conversational AI implementations using ChatGPT...

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