2025
When Format Changes Meaning: Investigating Semantic Inconsistency of Large Language Models
EMNLP 2025
Large language models (LLMs) have demonstrated remarkable capabilities in natural language processing tasks. However, they remain vulnerable to semantic inconsistency, where minor formatting variations result in divergent predictions for semantically equivalent inputs. Our comprehensive evaluation r