LLMs cannot reliably map free-text survey responses that require relational comparison of a number to a range

When mapping free-text survey responses to structured answer choices, a large language model reliably fails on items that require a relational numerical comparison (matching a stated value to the correct numeric range/bin), because the model does not perform relational operations on numerical values — making numeric-range questions a systematic weak point of LLM-based response mapping.