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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.
This work introduces Visualized Task Semantics (VTS), a controlled intervention that moves the question into the image while keeping the source problem and answer fixed, and requires no OCR or region metadata at inference.
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