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Retriever wins, then reasoner adds Summaries beat full pages for retrieval (p@5: 0.76 vs 0.68). With k=5 retrieved docs, condition accuracy caps at 0.76 upstream; within that cap, Qwen2.5‑32B jumps from 0.38 to 0.54 with RAG, and to 0.56 after reasoning distillation. Frontier baselines with RAG land around 0.56–0.57.
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