2 papers
cs.AI2025
From Next-Token to Mathematics: The Learning Dynamics of Mathematical Reasoning in Language Models
Shubhra Mishra, Gabriel Poesia, Noah D. Goodman
Large Language Models (LLMs) solely trained on next-token prediction learn to solve a wide range of problems involving mathematical reasoning. But how does this ability evolve duri…
cs.PL2025
Automated Discovery of Tactic Libraries for Interactive Theorem Proving
Yutong Xin, Jimmy Xin, Gabriel Poesia +3
Enabling more concise and modular proofs is essential for advancing formal reasoning using interactive theorem provers (ITPs). Since many ITPs, such as Rocq and Lean, use tactic-st…