Methods and systems for using machine-learning extracts and semantic graphs to create structured data to drive search, recommendation, and discovery

This is a computer system designed to help people find movies or TV shows even if they don't know the exact title. It works by taking a search query that might use pronouns, like "he" or "it," and figures out what those pronouns refer to. Then, it uses details from the plot descriptions of various media content to match the query to the right item.