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Evidence-aware retrieval evaluation can change rankings but doesn't guarantee improved answer quality or retriever training, revealing a nuanced relationship between evaluation methods and downstream utility.
One-third of documents that seem useless to static readers are actually critical for guiding agentic search, revealing a fundamental disconnect in retrieval utility assessments.
