Clinical Downstream Task on Pri-DDX, Pri-NLICE, and Pri-SLJA Aggregate
92.91Average AccuracyPPFTw/o noise (Upper Bound)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PPFTw/o noise (Upper Bound)Backbone=Llama-3.1-8B2026.04 | 92.91 | — | |
| PPFTw/o noise (Upper Bound)Backbone=Llama-3.2-1B2026.04 | 75.73 | — | |
| PPFTBackbone=Llama-3.1-8B2026.04 | 73.14 | 19.77 | |
| PrivacyRestoreBackbone=Llama-3.1-8B2026.04 | 63.43 | 29.48 | |
| PPFTBackbone=Llama-3.2-1B2026.04 | 56.99 | 18.74 | |
| PrivacyRestoreBackbone=Llama-3.2-1B2026.04 | 45.19 | 30.54 | |
| PPFTw/o stage2 (Lower Bound)Backbone=Llama-3.2-1B2026.04 | 37.88 | — | |
| ParaphraseBackbone=Llama-3.1-8B2026.04 | 37.57 | 55.34 | |
| PPFTw/o stage2 (Lower Bound)Backbone=Llama-3.1-8B2026.04 | 35.45 | — | |
| dχ-privacyBackbone=Llama-3.1-8B2026.04 | 27.5 | 65.41 | |
| ParaphraseBackbone=Llama-3.2-1B2026.04 | 26.35 | 49.38 | |
| dχ-privacyBackbone=Llama-3.2-1B2026.04 | 26.08 | 49.65 |