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Findings reveal sustained, dependency-consistent evidence integration, rather than isolated fact retrieval, as a key bottleneck for current deep research agents.
HeadRank achieves a remarkable 43-percentage-point improvement in selecting relevant documents from the middle-context zone, revolutionizing passage reranking efficiency.
