ChatGPT Chain-of-Thought Prompt Explained - LLM Chain of Thoughts for Beginners
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- Опубліковано 15 тра 2024
- Chain of thought-a series of intermediate reasoning
steps-significantly improves the ability of large language models to perform
complex reasoning.
In this ChatGPT Tutorial, We will learn
1. What is Chain of Thought?
2. How does Chain of Thought Prompting help in better reasoning?
3. Examples of Chain of Thought with ChatGPT
4. Live Demo of Chain of Thought to improve Math reasoning with ChatGPT
More Details in this paper "Chain-of-Thought Prompting Elicits Reasoning
in Large Language Models" - arxiv.org/pdf/2201.11903.pdf
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simple but effective explanation
Thanks for the awesome video. Could you do a video on Chat GPT plus and turbo mode? Still testing speed and difference.
do you think it's possible to combine chain of toughts with other methods to improve the model
thanks for this , i wasnt understanding at first
Thanks bro🎉
Welcome 😊
Isn't this same as one shot learning
Thanks.
You're welcome
Neat
Is there any difference between few shot learning and chain of thought?
My understanding is that one-shot/few-shot learning is a way to allow a LLM to express chain-of-thought ability (your prompt example is expressed as cot in words)
Few shot is only show what is question and what is answer. Chain of thought is more like guide what step you need to do to get to answer. Chain of thoughts is subset of few short learing technique
Can you revisit chain of thought reasoning with Tree of Thought reasoning? Thank you.
Thank you for reminding, have it in my backlog. Need to finish a bunch of videos before that. But definitely!
@@1littlecoder You are one of my go-to references for all things cool ;)
Thank you, means a lot :)
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Is upper case Q and A special characters for ChatGPT?
Q=quetion, A= answer
Isn't this the same as few-shot learning or one-shot learning?
It can arrive at the same outcomes, but here you sort of explain your reasoning to the AI, in shot prompts you give Input-Output pairs, and the AI has to figure it out on its own.
It is "prompting via example solutions".
It’s an eg of few shot learning
ChatGPT really struggles to reverse the characters in a string. You can try to give a prompt to first generate the chain of thought. "Give me a chain-of-thought explanation for how to reverse the characters in a sentence." You can then ask it to apply the method to reverse the characters in the following sentence: The blue dinosaur jumped over the monkey.
You see it still has trouble paying attention.
GPT-4 masters this task with ease