dataset,metric,naive_rag,crag,self_rag,vortexrag,vs_crag,vs_naive NaturalQuestions,EM,58.4,64.2,66.1,71.3,7.1,12.9 NaturalQuestions,F1,65.1,71.8,73.6,79.4,7.6,14.3 HotpotQA,EM,52.6,59.7,61.9,68.9,9.2,16.3 HotpotQA,F1,61.3,68.4,70.7,77.8,9.4,16.5 MuSiQue,EM,41.8,48.9,51.2,57.2,8.3,15.4 MuSiQue,F1,53.7,61.2,63.8,70.9,9.7,17.2 2WikiMultiHopQA,EM,63.1,69.4,71.6,76.5,7.1,13.4 2WikiMultiHopQA,F1,70.8,76.9,79.1,83.7,6.8,12.9 LegalBench,EM,51.2,58.9,60.3,69.6,10.7,18.4 MedQA,EM,55.8,62.4,64.7,72.1,9.7,16.3