chain of thought prompts

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Chain of thought (CoT) prompting is a technique that enhances the reasoning capabilities of large language models (LLMs) by encouraging them to break down complex tasks into smaller, more manageable steps. This approach allows the model to demonstrate its thought process, making it more transparent and easier to understand.
CoT prompting involves providing the model with a problem or question, along with a few examples of how to break down the problem into smaller steps and arrive at a solution. This can be done through few-shot learning, where the model is given a few examples to learn from, or through zero-shot learning, where the model is simply instructed to think step-by-step.
By using CoT prompting, LLMs can be better equipped to handle complex tasks that require multiple steps of reasoning, such as mathematical word problems, logical puzzles, and creative writing. This technique has the potential to significantly improve the performance of LLMs on a wide range of tasks.

Peter has been active on the C# and other MS newsgroups, has had samples at gotdotnet.com (now codegallery.com) that have been downloaded over 56,000 times, and has written numerous articles for eggheadcafe.com, for which he is a co-founder, and MSDNAA sites. He has also been a technical reviewer on books from Prentice Hall, Manning and other publishers. Peter was a Microsoft MVP for 10 years. Peter was born and raised in New York City, and after a stint as a jazz musician playing contrabass with the Robert Hunt Trio, migrated to sunny Florida, where he was hired as a rookie Financial Consultant at Merrill Lynch in Orlando, specializing in Corporate Services. It was at Merrill that Peter realized computers and technology were his forte. He spent his last few years at Merrill developing real – time computerized trading and and stock charting program using advanced technical analysis indicators, some of which are his own inventions. In 1997, he moved on to architect and serve as lead developer on a number of innovative web-based and middleware solutions for the healthcare and financial services industry.

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