This research paper talks about a new system called EXPLINGO that explain things in a way that is easy for people to understand. EXPLINGO takes complicated information from AI, like predictions about house prices, and turns it into simple stories. It has two main parts: the NARRATOR and the GRADER. The NARRATOR uses a special computer program called a "Large Language Model" or LLM to create the stories. The GRADER, also powered by an LLM, acts like a teacher and checks how good the stories are based on things like accuracy, completeness, and if they sound natural. The researchers found that EXPLINGO works best when it is given a few examples of good stories to learn from. This system could help people better understand how AI makes decisions, especially in areas like healthcare or finance.

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