Matthew Blumberg

Ask Me Twice: A Longitudinal Dataset for Studying Change in AI Chatbot Responses

AI chatbots change continuously, but snapshot evaluations cannot show when answers changed or whether models became more cautious, verbose, current, or restrictive. We present Ask Me Twice (AMT), a public, growing archive created by the Internet Archive’s Wayback Machine team. AMT submits curated questions daily to an...