Management Solutions：2024大语言模型的崛起：从基础原理到应用实践白皮书（英文版）（64页）.pdf

1、R&DThe rise of Large Language Models:from fundamentals to application Auge LLM-Eng-Vdef_Maquetacin 1 30/05/2024 23:48 Pgina 1Design and Layout Marketing and Communication Department Management Solutions Photographs Photographic archive of Management Solutions AdobeStock Midjourney Management Solutio

2、ns 2024 All rights reserved.Cannot be reproduced,distributed,publicly disclosed,converted,totally or partially,freely or with a charge,in any way or procedure,without the express written authorization of Management Solutions.The information contained in this publication is merely to be used as a gui

3、deline.Management Solutions shall not be held responsible for the use which could be made of this information by third parties.Nobody is entitled to use this material except by express authorization of Management Solutions.Auge LLM-Eng-Vdef_Maquetacin 1 30/05/2024 23:48 Pgina 2Introduction104IndexEx

4、ecutive summary2214LLM:definition,context and regulation36LLM:development and deploymentLLM:validation framework5652Glossary50Conclusions44Case study:validation of a policy chatbotReferencesAuge LLM-Eng-Vdef_Maquetacin 1 30/05/2024 23:48 Pgina 3MANAGEMENT SOLUTIONSThe rise of Large Language Models:f

5、rom fundamentals to application4Introduction“ChatGPT is incredibly limited,but good enough at some things to create a misleading impression of greatness.Its a mistake to rely on it for anything important just yet.Its a preview of progress;we have a lot of work to do on robustness and veracity“.Sam A

6、ltman1Auge LLM-Eng-Vdef_Maquetacin 1 30/05/2024 23:48 Pgina 45individualized treatments;finance,where it can improve risk analysis and fraud detection;commerce,where it can optimize the supply chain and the customer experience;art,where it can open up new creative possibilities;and law,where it can