Rachel Bittner, a research scientist at Spotify, joins us in our discussion this week! She brings us the paper "Few-Shot Sound Event Detection." Lan discusses an article about fairness of search results. George talks about a blog post from England about an algorithm grading exams and the controversy around it. Last but not least, Kyle brings us an article titled "Eye-Catching Advances in Some AI Fields are not Real."