Synthetic Text Generation on MIMIC IV (test)
75MAUVEINVISIBLEINK
Evaluation Results
| Method | Links | |
|---|---|---|
| INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 75 | |
| INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 73.7 | |
| INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 73.5 | |
| INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 72.4 | |
| INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 72 | |
| INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 70.9 | |
| INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 70.4 | |
| INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 70.3 | |
| Amin et al. [13]Privacy Budget (epsilon)=10, Batch Size (B)=127, Backbone=TinyLLaMA2025.06 | 70.1 | |
| AdaPMixED [19]Privacy Budget (epsilon)=5, Batch Size (B)=127, Backbone=TinyLLaMA2025.06 | 69.9 | |
| INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 69.7 | |
| INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 69.7 | |
| Amin et al. [13]Privacy Budget (epsilon)=5, Batch Size (B)=127, Backbone=TinyLLaMA2025.06 | 69.5 | |
| INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 69.2 | |
| INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 69.1 | |
| INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 69.1 | |
| INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 69 | |
| INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 69 | |
| INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 68.9 | |
| Amin et al. [13]Privacy Budget (epsilon)=10, Batch Size (B)=63, Backbone=TinyLLaMA2025.06 | 68.9 | |
| INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 68.6 | |
| INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 68.4 | |
| INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 68.3 | |
| INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 68.3 | |
| INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 68.2 | |
| INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 67.9 | |
| INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 67.7 | |
| INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 67.6 | |
| INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 67.4 | |
| INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 67.3 | |
| INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.06 | 66.9 | |
| INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.06 | 66.9 | |
| AdaPMixED [19]Privacy Budget (epsilon)=3, Batch Size (B)=127, Backbone=TinyLLaMA2025.06 | 64.7 | |
| AdaPMixED [19]Privacy Budget (epsilon)=5, Batch Size (B)=31, Backbone=TinyLLaMA2025.06 | 59.8 | |
| AdaPMixED [19]Privacy Budget (epsilon)=5, Batch Size (B)=7, Backbone=TinyLLaMA2025.06 | 59.4 | |
| AdaPMixED [19]Privacy Budget (epsilon)=1, Batch Size (B)=127, Backbone=TinyLLaMA2025.06 | 59.2 | |
| AdaPMixED [19]Privacy Budget (epsilon)=10, Batch Size (B)=7, Backbone=TinyLLaMA2025.06 | 59.2 | |
| AdaPMixED [19]Privacy Budget (epsilon)=3, Batch Size (B)=31, Backbone=TinyLLaMA2025.06 | 58.9 | |
| AdaPMixED [19]Privacy Budget (epsilon)=10, Batch Size (B)=31, Backbone=TinyLLaMA2025.06 | 58.9 | |
| AdaPMixED [19]Privacy Budget (epsilon)=1, Batch Size (B)=7, Backbone=TinyLLaMA2025.06 | 58.8 | |
| AdaPMixED [19]Privacy Budget (epsilon)=3, Batch Size (B)=7, Backbone=TinyLLaMA2025.06 | 58.8 | |
| AdaPMixED [19]Privacy Budget (epsilon)=1, Batch Size (B)=31, Backbone=TinyLLaMA2025.06 | 56.8 | |
| Amin et al. [13]Privacy Budget (epsilon)=3, Batch Size (B)=127, Backbone=TinyLLaMA2025.06 | 55.2 |