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LLMs struggle with clinical trial reasoning due to implicit planning assumptions, but a multi-LLM planner that explicitly decomposes the task into structured steps significantly improves accuracy and efficiency.
Decoupling table preprocessing from reasoning with QuIeTT unlocks consistent performance gains on table QA benchmarks, even for structurally diverse questions.