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 # Prompt Engineering Guide
 
-This guide contains a set of paper, learning guides, and tools related to prompt engineering. It includes several materials, guides, examples, papers, and much more. The repo is intended to be used as a research and educational reference for practitioners and developers.
+This guide contains a set of papers, learning guides, and tools related to prompt engineering. It includes several materials, guides, examples, papers, and much more. The repo is intended to be used as a research and educational reference for practitioners and developers.
 
 **📣 Full lecture + notebook + exercises on the ~30th of January** (announcement will happen on [Twitter](https://twitter.com/dair_ai))