Summarize Webpages in Ten Lines of Code with Unstructured + LangChain
Blog post from Unstructured
The text outlines a method for summarizing web page content using tools like Unstructured, Langchain, and OpenAI. It explains the process of extracting content from a web page using the UnstructuredURLLoader class from Langchain, which filters out irrelevant data to retain only useful information. A function named `generate_document` is used to clean and store this content as a Langchain Document. The summarization pipeline is then described, where documents are split into pieces for a language model, specifically the OpenAI 'Ada' model, to generate summaries. The method emphasizes efficiency by reducing the number of tokens sent to the OpenAI API, which can save on costs. Additionally, it highlights the flexibility of the tool in handling various data types and suggests using caching to avoid redundant processing of URLs.