This is where document embeddings can help. You need a systematic approach to match users’ prompts with the right pages and use the LLM to provide context-aware responses. Say you have a website that has thousands of pages with rich content on financial topics and you want to create a chatbot based on the ChatGPT API that can help users navigate this content. However, manually adding context to your prompts is not practical, especially when you have thousands of documents. The value of this technique is evident, especially in applications where context is very important. Giving ChatGPT context from a document ChatGPT responds based on document context This time, ChatGPT provides a different answer, extracted from the article’s text. In the following example, I ask ChatGPT the same question, but I prepend my prompt with “Answer my questions based on the following document:” followed by the text of an article from Investopedia about run rate. ![]() However, you can prompt ChatGPT to provide the answer from a specific document. ![]() ![]() But if you prepend your prompt with custom information, you can modify their behavior.įor example, if you ask ChatGPT the question, “What are the risks of using run rate?” it will provide a long answer (which is not bad). If you give them a plain prompt, they will respond based on the knowledge they have extracted from their training data. In this article, I will show you a framework to give context to ChatGPT or GPT-4 (or any other LLM) with your own data by using document embeddings. To solve this problem, we can augment our LLMs with our own custom documents. This can be problematic if you are working on an application where the language is highly technical or domain-specific. If you prompt ChatGPT about something contained within your own organization’s documents, it will provide an inaccurate response. However, these models are limited to the information contained within their training datasets. StitchBuddy can also offer a simulated three-dimensional view of your project and hide or display certain types of stitches.Īll in all, StitchBuddy is an ideal app for embroidery enthusiasts, as it provides a comprehensive set of features and offers a well-designed and intuitive interface.Large language models ( LLMs) like GPT-4 and ChatGPT can generate high-quality text that is useful for many applications, including chatbots, language translation, and content creation. For example, you can copy and paste content, rotate, flip, resize or delete items. It is possible to perform various editing operations on the entire design or a selected area. Extensive navigation and manipulation functions Moreover, the app offers an interesting feature that enables you to view the stitching process in real-time, to get a better idea of how the project should be approached. You can also choose from one of the numerous available thread charts and set a preferred one as default, to have StitchBuddy convert existing content automatically. These are all displayed in a separate panel, making it easy to select the ones you need and specify the order in which they should be processed. ![]() Built-in manufacturer thread charts and stitch simulator moduleĪn embroidery design is made up of numerous individual threads, each using a different color or stitch type. The imported embroidery can be previewed in real-time, to keep track of all modifications that have been made.Īdditionally, it is designed to offer detailed instructions, helping novices get to grips with its functions more quickly. StitchBuddy stands out thanks to its intuitive design, as it is very easy to locate the features you need at any given time. Well-designed layout that packs every useful function in a simple interface If you are interested in taking up embroidery as a hobby, we would definitely recommend StitchBuddy as your digital aid. It goes without saying that the app is aimed at enthusiasts, but its smart and intuitive design means it is suitable for any user, regardless of their level of technical experience. StitchBuddy is a feature rich macOS application that enables you to view and edit embroidery designs saved to numerous file formats on your Mac.
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