The Gap Between Language and Reality9 September 2025 · 12 minsLLM-Limitations Hallucination Syntax-Semantics Tokenization Legal-Reasoning CodingLLMs learned language without ever encountering what language refers to. That gap between syntax and semantics explains why they fabricate citations, can't count letters, yet write flawless code.
