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EviReform reveals that leveraging evidence from retrieved passages can significantly boost multi-hop retrieval performance, achieving up to 5.59 points in Recall@5.
RAGSieve slashes knowledge poisoning attack success from 67.4% to just 14.0%, all without needing trusted corpora or poison labels.