Syntactic Blind Spots: How Misalignment Leads to LLMs Mathematical Errors

Dane Williamson, Yangfeng Ji, Matthew Dwyer

Large Language Models (LLMs) demonstrate strong mathematical problem-solving abilities but frequently fail on problems that deviate syntactically from their training distribution.…