An LLM often answers questions about a book only roughly correctly from its learned weights, but gives much better results when supplied the full chapter in its context.

“that the LM will often give you some stuff which is roughly correct but if you give it the full chapter and ask it questions you're gonna get much better results because it's now loaded in the working memory of the model”