Language and Mathematics in the Time of AI. Philosophical and Theoretical Perspectives
De Juan Luis Gastaldi
Towards autoformalization of textbook mathematics with natural proof checking
De De Lon Adrian
Apparaît dans la collection : Mikefest : A conference in honor of Michael Douglas’ 60th birthday
Here I will discuss the frontier of research for formal reasoning via deep neural networks. I will highlight the most recent progress in the area, especially automated theorem proving and automated formalization of natural language text. Also, I will discuss the role of language models, contrastive training, retrieval augmented modeling, and reinforcement learning toward the long-term goal of creating a system that can formalize and verify theories starting from a large natural language corpus.