Researchers introduced Attentive Reasoning Queries (ARQs), a structured reasoning approach that prevents LLM hallucinations by guiding models through explicit, domain-specific questions encoded in JSON schemas. Unlike free-form techniques like Chain-of-Thought, ARQs force LLMs to follow controlled reasoning steps, achieving a

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ARQ: Structured Reasoning Approach for LLMs

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