Original article: https://arxiv.org/abs/2409.09030 Abstract In recent years, Large Language Models (LLMs) have enjoyed remarkable success and have been widely used in a variety of downstream tasks, especially in tasks in the software engineering (SE) domain. We have found that many studies that combine LLMs with SE...
As we all know, when we need to let a large language model execute a task, we need to input a Prompt to guide its execution, which is described using natural language. For simple tasks, natural language can describe them clearly, such as: "Please translate the following into Simplified Chinese:", "Please generate the...
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This guide is intended to be a concise introduction for readers interested in researching AI UX design. This guide will cover the role of the AI engineer, the AI value chain and success stories of AI applications, and explore some of the basic principles of AI UX design. Original article: https://docs.google.com/pr...
Good morning, everyone! I'm Louis-Francois, co-founder and CTO of Towards AI, and today we're going to dive into what may be the best Retrieval-Augmented Generation (RAG) stack available today -- thanks to the fascinating research of Wang et al. (2024). This research provides a treasure trove for building optimal RAG systems...
Course As the saying goes, "Writing is rewriting." It has been proven that Claude can usually improve the accuracy of his responses when asked! There are many ways to prompt Claude to "think again." The same ways that allow one to naturally check one's work usually apply to Claude. (Questions about when and how...
Exercise In this exercise, we will write prompts for a programming assistance and teaching robot that can read code and provide guided corrections when appropriate. Fill in each of the yellow boxes below with prompt elements that match the descriptions and examples in the previous Complex Prompts example. When you fill in the...
Example Prompts in finance can be quite complex for reasons similar to legal prompts. Below is an exercise for a financial usage scenario where Claude is used to analyze tax information and answer questions. As with the legal services example, we have reordered some of the elements as i...
Course Input prompts in the legal industry can be quite complex due to the need to: Parse long documents Handle complex subject matter Format output in a very specific way Follow a multi-step analysis process Let's look at how to use a complex input prompt template to build an input prompt for a specific legal use case. Example Below...
COURSE Congratulations you've made it to the last chapter! Now it's time to put it all together and learn how to create unique and complex prompts. In the following, you'll use our recommended structure for leading complex prompts. In the second half of the chapter, we'll show some industry-specific prompts and explain what these mention...
