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This paper introduces X-RAMDocs-ZHEN, a controlled Chinese-English benchmark for diagnosing evidence conflicts in retrieval-augmented generation, and X-MADAM-RAG, an interpretable pipeline. While the pipeline outperforms baselines on the original benchmark, it shows limitations under a naturalized stress test, highlighting document-level extraction as a key bottleneck.