When Form Changes but Logic Doesn't: Building Logic-invariant LLMs through Logical Structure.

arXiv:2610.25402v2 Announce Type: replace Abstract: Large language models (LLMs) have achieved strong performance across diverse reasoning tasks, yet it remains unclear whether this performance reflects an understanding of underlying logical structure or a rel