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When Form Changes but Logic Doesn't: Building Logic-invariant LLMs through Logical Structure
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 reliance on shallow semantic cues. A key indicator of such understanding is whether models trea
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