I'm convinced that the feedback I send using the Alexa app goes nowhere. It definitely isn't used to improve Alexa's ability to understand the simple phrase: "play NPR".

Edit: I almost forgot. There was also the time it stopped understanding "stop". It properly parsed the word but didn't know what to do with it. IIRC I had to use the mobile app to stop playback that day.