The research shows that large language models like ChatGPT often repeat misinformation such as conspiracy theories and harmful stereotypes. They found that GPT-3 frequently makes mistakes, contradicting itself within a single response while repeating harmful misinformation. Researchers employed four different survey templates covering six categories of facts and misinformation.