Prompt chaining and chain-of-thought prompting (CoT) sound similar, and both techniques aim to improve LLM output through prompt engineering. However, they have several key differences. Prompt chaining involves
Now that you have a basic understanding of prompts and how their outputs can vary based on the AI model, let’s take a look at some simple prompting structures in the next section. Previous placeholder Simple Prompts→ What is a prompt?
1. Zero-Shot Prompting Zero-shot prompting is the process of providing a prompt to an AI model and expecting it to give a meaningful response without prior training on specific cases. Example: Prompt: "Translate the following English text into French: 'The cat is on the mat.’ Output: 2....
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Zero-shot prompting. An LLM is given a task that doesn't require specific examples in the input. The user relies on the LLM's vast machine learning training data to produce an output. One example would be asking what an obscure word or term means. Few-shot prompting. Users build on zer...
A prompt is the input that you send to a model in order for it to generate a response. For example, you could send the following user prompt to a model: What is Avebury stone circle?. This prompt would likely generate a response similar to the following: Avebury stone circle is a Neol...
Educational Platforms:Instructors can create interactive learning experiences by prompting students with questions based on their progress, enabling personalized and adaptive learning[9]. Research Assistance:Researchers can use prompt chaining to automate the process of searching and analyzing relevant literature...
Why is CoT prompting effective? Chain of thought prompting simulates human-like reasoning processes by breaking down elaborate problems into manageable, intermediate steps that sequentially lead to a conclusive answer.2 This step-by-step problem-solving structure aims to help ensure that the reasoning...
4.WithAI(Artificial Intelligence) tools likeChatGPT, aprompt,prompting, orprompt engineeringdescribes knowing how to give an AI a request. See ourprompt engineeringpage for further information.
you can use the instruction, "Summarize this email in three bullets in concise language." Clear instructions communicate to the model what is expected based on the information presented in the context. Creating parameters and making your audience clear is an essential part of prompti...