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High-quality retrieval fails to guarantee correct reasoning in real-world QA systems, revealing critical vulnerabilities in their performance.
Deep research agents can achieve 36% higher accuracy by incorporating their own reasoning traces into retrieval queries, a signal entirely ignored by existing retrievers.
