SMRI Seminar: 'Can language models learn arithmetic?' Francois Charton, Research Engineer at FAIR, Meta Thursday 17 April, 13:00 - 14:00 AEST SMRI Seminar Room (Macleay Building A12 Room 301) Abstract: Language models have become surprisingly good at many tasks, from text summarization to image generation, and speech recognition. Yet, they are still embarrassingly weak on basic arithmetic operations, like integer multiplication. I present recent results demonstrating that language models (transformers) can indeed learn complex calculations, and sometimes capture some of the underlying mathematics. This research demonstrates the importance of the distribution of training examples in deep learning. (Please join us afterwards for SMRI afternoon tea on the SMRI terrace 2-2:45pm)