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Reasoning rerankers don't magically fix fairness issues in search, preserving the biases of their input rankings despite boosting relevance.
Stop blindly optimizing for retrieval relevance in RAG pipelines: coverage-based retrieval metrics are better early indicators of the final generated response's information coverage.
