Chain Of Thought Prompting
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The days when everything always had to be tedious and long drawn out to get an answer is the thing of the past. Such AI tools like ChatGPT may be taking a back seat when it comes to chain of thought prompting, so let jump in and see what this new buzz word is all about and it's uses.
What is Chain-of-Thought Prompting?🙄
Chain-of-Thought or (CoT) prompting is a technique that guides large language models or LLMs to follow a reasoning process when it comes to dealing with hard problems. By showing the model a few examples where the step-by-step reasoning is clearly laid out. The model is then expected to follow that "chain of thought" reasoning and get to the correct answer.
This approach allows models to focus on solving each part step-by-step, which boosts their accuracy. The technique is highly effective since the chain of thought prompting breaks down complex problems into more manageable parts.
CoT prompting doesn’t follow a one-size-fits-all approach. When it comes to AI developers they make sure they make the most out of CoT prompting by utilizing some of the following.
Automatic Chain-of-Thought (Auto-CoT) 💎
This is when AI identifies patterns in pre-provided examples and uses those patterns on new problems.
Zero-Shot Chain-of-Thought (Zero-Shot CoT) 💎
When it comes to efficiency this style of CoT uses pre-defined prompts that assist the LLM through the reasoning process without requiring specific training examples.
CoT prompting can be a powerful tool in practical applications to improve the reasoning abilities of LLMs in various areas such as Arithmetic Reasoning, Commonsense Reasoning & Sentiment Analysis.
Keep in mind CoT prompting is fairly new for natrual language processing or NLP and also AI. Here’s a glimpse into the future when it comes to CoT continuous improvements.
Automating CoT Prompt Generation:🎈
This will be an AI assistant that writes your CoT prompts for you.
Tackling Super-Complex Reasoning:🎈
Think of an AI that can debug complex code line by line, explaining its reasoning at each step or analyze financial markets with a clear and transparent chain of thought.
So when it comes to this new AI....... CoT prompts are clearer and more organized, which is a great combination for better brainstorming, problem-solving, and learning new things
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