Print Join the Discussion View in the ACM Digital Library The mathematical reasoning performed by LLMs is fundamentally different from the rule-based symbolic methods in traditional formal reasoning.

Weighted automata extend classical finite automata by assigning weights, typically drawn from algebraic structures such as semirings, to transitions. This quantitative enhancement enables the analysis ...

Symbolic dynamics is a branch of mathematics that investigates sequences of symbols governed by discrete dynamical rules, serving as a bridge between the study of dynamical systems and abstract ...