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ResearchFormerly WizWand

Question Answering on Movielens

70.8AccuracyRAG
14.473629.096843.7258.3432Oct 8, 2025
Updated 5mo ago

Evaluation results

MethodLinks
RAGModel=Llama-3.1-8B, Privacy Budget=εtotal = ∞2025.1070.8
RAGModel=Phi-4-mini, Privacy Budget=εtotal = ∞2025.1067.8
DP-RAGModel=Llama-3.1-8B, Privacy Budget=εquery = 10 (εtotal ≈ 5000)2025.1056.8
RAGModel=Gemma-2-2B, Privacy Budget=εtotal = ∞2025.1054.6
DP-SynRAGModel=Llama-3.1-8B, Privacy Budget=εtotal = 102025.1054.12
DP-SynthModel=Llama-3.1-8B, Privacy Budget=εtotal = 102025.1046.12
Aug-PEModel=Llama-3.1-8B, Privacy Budget=εtotal = 102025.1044.96
Non-RAGModel=Llama-3.1-8B, Privacy Budget=εtotal = 02025.1043.6
DP-SynRAGModel=Phi-4-mini, Privacy Budget=εtotal = 102025.1042.56
DP-SynRAGModel=Gemma-2-2B, Privacy Budget=εtotal = 102025.1041.08
DP-RAGModel=Gemma-2-2B, Privacy Budget=εquery = 10 (εtotal ≈ 5000)2025.1040.48
DP-SynthModel=Phi-4-mini, Privacy Budget=εtotal = 102025.1037.6
Aug-PEModel=Phi-4-mini, Privacy Budget=εtotal = 102025.1036.16
DP-RAGModel=Phi-4-mini, Privacy Budget=εquery = 10 (εtotal ≈ 5000)2025.1034.72
Non-RAGModel=Gemma-2-2B, Privacy Budget=εtotal = 02025.1034
Aug-PEModel=Gemma-2-2B, Privacy Budget=εtotal = 102025.1026.04
Non-RAGModel=Phi-4-mini, Privacy Budget=εtotal = 02025.1022.6
DP-SynthModel=Gemma-2-2B, Privacy Budget=εtotal = 102025.1016.64