Ideally a lot of prose that explains the concepts, and not many graphs/code blocks/math formulas.
The attention is all you need paper that tikkun linked is great, but not exactly a gentle start. This might help a little: https://sebastianraschka.com/blog/2023/llm-reading-list.html