New technologies in the field of Artificial Intelligence (AI) promise to fundamentally change science, much like the introduction of computers did . Popularized in the recent years, Large Language Models (LLMs) have demonstrated outstanding capabilities in tasks requiring reasoning and understanding across fields, including programming , knowledge extraction , experiment design and question-answering . These very capable systems are based on neural networks, trained using massive amounts of text, and scaled to comparably massive amounts of parameters.