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ResearchFormerly WizWand

Collision Attack on Input Reconstruction (Mid)

1BERTScoreOriginal
-0.002560.257720.5180.77828Aug 13, 2025
Updated 7mo ago

Evaluation results

MethodLinks
OriginalModel=LLaMA-7B2025.0811
OriginalModel=LLaMA-3.2-1B2025.0810.994
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B2025.080.9950.989
(10^8, 10^-5)-DPModel=LLaMA-7B2025.080.9370.901
OriginalModel=LLaMA-3.2-1B2025.080.7910.617
OriginalModel=LLaMA-3.2-1B, Protect Type=Original2025.080.7910.617
OriginalModel=LLaMA-7B2025.080.7690.562
OriginalModel=LLaMA-7B, Protect Type=Original2025.080.7690.562
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B2025.080.7630.587
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B, Protect Type=(10^8, 10^-5)-DP2025.080.7630.587
(10^8, 10^-5)-DPModel=LLaMA-7B2025.080.6720.433
(10^8, 10^-5)-DPModel=LLaMA-7B, Protect Type=(10^8, 10^-5)-DP2025.080.6720.433
OriginalModel=LLaMA-3.1-8B-Distilled2025.080.4920.227
OriginalModel=LLaMA-3.1-8B-Distilled, Protect Type=Original2025.080.4920.227
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled2025.080.440.185
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled, Protect Type=(10^8, 10^-5)-DP2025.080.440.185
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled2025.080.2670.122
OriginalModel=LLaMA-3.1-8B-Distilled2025.080.2510.112
KV-CloakModel=LLaMA-3.2-1B2025.080.0740
KV-CloakModel=LLaMA-3.2-1B, Protect Type=KV-Cloak2025.080.0740
KV-CloakModel=LLaMA-3.1-8B-Distilled2025.080.070
KV-CloakModel=LLaMA-3.1-8B-Distilled, Protect Type=KV-Cloak2025.080.070
KV-CloakModel=LLaMA-7B2025.080.0690
KV-CloakModel=LLaMA-7B, Protect Type=KV-Cloak2025.080.0690
KV-CloakModel=LLaMA-3.2-1B2025.080.0510.002
KV-CloakModel=LLaMA-3.1-8B-Distilled2025.080.0410.003
KV-CloakModel=LLaMA-7B2025.080.0360.044