Question Answering on Medical Synth
87AccuracyRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| RAGModel=Phi-4-mini, Privacy Budget=εtotal = ∞2025.10 | 87 | |
| RAGModel=Llama-3.1-8B, Privacy Budget=εtotal = ∞2025.10 | 86.2 | |
| RAGModel=Gemma-2-2B, Privacy Budget=εtotal = ∞2025.10 | 85.2 | |
| DP-SynRAGModel=Phi-4-mini, Privacy Budget=εtotal = 102025.10 | 67.26 | |
| DP-SynRAGModel=Gemma-2-2B, Privacy Budget=εtotal = 102025.10 | 67.06 | |
| DP-RAGModel=Gemma-2-2B, Privacy Budget=εquery = 10 (εtotal ≈ 10000)2025.10 | 67.06 | |
| DP-SynRAGModel=Llama-3.1-8B, Privacy Budget=εtotal = 102025.10 | 61.26 | |
| DP-RAGModel=Phi-4-mini, Privacy Budget=εquery = 10 (εtotal ≈ 10000)2025.10 | 59.92 | |
| DP-RAGModel=Llama-3.1-8B, Privacy Budget=εquery = 10 (εtotal ≈ 10000)2025.10 | 48.94 | |
| Non-RAGModel=Phi-4-mini, Privacy Budget=εtotal = 02025.10 | 0 | |
| Non-RAGModel=Gemma-2-2B, Privacy Budget=εtotal = 02025.10 | 0 | |
| Non-RAGModel=Llama-3.1-8B, Privacy Budget=εtotal = 02025.10 | 0 | |
| DP-SynthModel=Phi-4-mini, Privacy Budget=εtotal = 102025.10 | 0 | |
| DP-SynthModel=Gemma-2-2B, Privacy Budget=εtotal = 102025.10 | 0 | |
| DP-SynthModel=Llama-3.1-8B, Privacy Budget=εtotal = 102025.10 | 0 | |
| Aug-PEModel=Phi-4-mini, Privacy Budget=εtotal = 102025.10 | 0 | |
| Aug-PEModel=Gemma-2-2B, Privacy Budget=εtotal = 102025.10 | 0 | |
| Aug-PEModel=Llama-3.1-8B, Privacy Budget=εtotal = 102025.10 | 0 |