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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.
Combining RLVR and OPD through SAF not only prevents entropy collapse but also boosts performance across multiple benchmarks, revealing the potential for more effective reinforcement learning strategies.
