Unverified50% confidenceBenchmarkExact time
In the same test, the best carefully tuned traditional RAG pipeline reached only 78.9% accuracy.
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10/1/2026
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UnverifiedTraditional vector RAG generally achieves an accuracy rate of 68%–72% in complex multi-hop query scenarios.80% similarUnverifiedThrough a combination of optimization techniques such as Hybrid Search, Reranking, and HyDE, the accuracy of RAG systems can be improved from the ~60% level of a basic implementation to above 90%.71% similarUnverifiedIn the experiment, unit completion accuracy increased from 72.4% to 84.9%, a gain of 12.5 percentage points.71% similarUnverified探索性能上界实验发现现有验证粒度并非最优，理想情况下计算量（FLOPs）可减少75倍，同时准确率提升1.1%68% similarUnverifiedIn the BERT-to-DistilBERT distillation experiment on the AG News dataset, reliability-gated relation distillation achieved an accuracy of 94.285±0.054%, and RAPID achieved 94.241±0.025%, both outperforming the cross-entropy baseline of 94.154±0.124%64% similar
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