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Living clinical guidelines continuously drift, yet pairing vectorless hierarchical retrieval with explicit temporal verification enables models to outperform ASCO's own assistant on multi-hop oncology reasoning without embedding drift.
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.
