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ResearchFormerly WizWand

Synthetic Text Generation on MIMIC IV (test)

75MAUVEINVISIBLEINK
54.40859.75465.170.446Jun 30, 2025
Updated 6mo ago

Evaluation results

MethodLinks
INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0675
INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0673.7
INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0673.5
INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0672.4
INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0672
INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0670.9
INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0670.4
INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0670.3
Amin et al. [13]Privacy Budget (epsilon)=10, Batch Size (B)=127, Backbone=TinyLLaMA2025.0670.1
AdaPMixED [19]Privacy Budget (epsilon)=5, Batch Size (B)=127, Backbone=TinyLLaMA2025.0669.9
INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0669.7
INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0669.7
Amin et al. [13]Privacy Budget (epsilon)=5, Batch Size (B)=127, Backbone=TinyLLaMA2025.0669.5
INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=31, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0669.2
INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0669.1
INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0669.1
INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0669
INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0669
INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0668.9
Amin et al. [13]Privacy Budget (epsilon)=10, Batch Size (B)=63, Backbone=TinyLLaMA2025.0668.9
INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0668.6
INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0668.4
INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0668.3
INVISIBLEINKPrivacy Budget (epsilon)=10, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0668.3
INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=15, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0668.2
INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=15, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0667.9
INVISIBLEINKPrivacy Budget (epsilon)=5, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0667.7
INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=7, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0667.6
INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=3, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0667.4
INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0667.3
INVISIBLEINKPrivacy Budget (epsilon)=1, Batch Size (B)=7, Top-k parameter (k)=100, Temperature (tau)=1.1, Backbone=TinyLLaMA2025.0666.9
INVISIBLEINKPrivacy Budget (epsilon)=3, Batch Size (B)=3, Top-k parameter (k)=|V|, Temperature (tau)=1.0, Backbone=TinyLLaMA2025.0666.9
AdaPMixED [19]Privacy Budget (epsilon)=3, Batch Size (B)=127, Backbone=TinyLLaMA2025.0664.7
AdaPMixED [19]Privacy Budget (epsilon)=5, Batch Size (B)=31, Backbone=TinyLLaMA2025.0659.8
AdaPMixED [19]Privacy Budget (epsilon)=5, Batch Size (B)=7, Backbone=TinyLLaMA2025.0659.4
AdaPMixED [19]Privacy Budget (epsilon)=1, Batch Size (B)=127, Backbone=TinyLLaMA2025.0659.2
AdaPMixED [19]Privacy Budget (epsilon)=10, Batch Size (B)=7, Backbone=TinyLLaMA2025.0659.2
AdaPMixED [19]Privacy Budget (epsilon)=3, Batch Size (B)=31, Backbone=TinyLLaMA2025.0658.9
AdaPMixED [19]Privacy Budget (epsilon)=10, Batch Size (B)=31, Backbone=TinyLLaMA2025.0658.9
AdaPMixED [19]Privacy Budget (epsilon)=1, Batch Size (B)=7, Backbone=TinyLLaMA2025.0658.8
AdaPMixED [19]Privacy Budget (epsilon)=3, Batch Size (B)=7, Backbone=TinyLLaMA2025.0658.8
AdaPMixED [19]Privacy Budget (epsilon)=1, Batch Size (B)=31, Backbone=TinyLLaMA2025.0656.8
Amin et al. [13]Privacy Budget (epsilon)=3, Batch Size (B)=127, Backbone=TinyLLaMA2025.0655.2