Manan Roy Choudhury

Standard privacy redactions induce unpredictable failures in LLM reasoning across enterprise and clinical data, causing models to break down on record selection and predicate interpretation rather than computational execution.

Decoupling table preprocessing from reasoning with QuIeTT unlocks consistent performance gains on table QA benchmarks, even for structurally diverse questions.