Multi-source gold-evidence benchmark ↓ Evaluate heterogeneous sources ↓ Hybrid retrieval ↓ Structural eligibility ↓ Cross-encoder reranking ↓ Source-aware metadata filtering ↓ Measure the contribution and cost of each stage __ __