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ResearchFormerly WizWand

Collision Attack on Input Reconstruction (First split)

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-3.2-1B2025.080.9730.966
OriginalModel=LLaMA-3.1-8B-Distilled2025.080.8850.858
OriginalModel=LLaMA-3.2-1B2025.080.8770.709
OriginalModel=LLaMA-3.2-1B, Protect Type=Original2025.080.8770.709
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B2025.080.8490.604
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B, Protect Type=(10^8, 10^-5)-DP2025.080.8490.604
OriginalModel=LLaMA-3.1-8B-Distilled2025.080.6420.633
OriginalModel=LLaMA-3.1-8B-Distilled, Protect Type=Original2025.080.6420.633
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled2025.080.5260.53
OriginalModel=LLaMA-7B2025.080.4490.5
OriginalModel=LLaMA-7B, Protect Type=Original2025.080.4490.5
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled2025.080.320.291
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled, Protect Type=(10^8, 10^-5)-DP2025.080.320.291
(10^8, 10^-5)-DPModel=LLaMA-7B2025.080.1090.097
(10^8, 10^-5)-DPModel=LLaMA-7B2025.080.0820.041
(10^8, 10^-5)-DPModel=LLaMA-7B, Protect Type=(10^8, 10^-5)-DP2025.080.0820.041
KV-CloakModel=LLaMA-3.2-1B2025.080.0720
KV-CloakModel=LLaMA-3.2-1B, Protect Type=KV-Cloak2025.080.0720
KV-CloakModel=LLaMA-7B2025.080.070
KV-CloakModel=LLaMA-3.1-8B-Distilled2025.080.070
KV-CloakModel=LLaMA-7B, Protect Type=KV-Cloak2025.080.070
KV-CloakModel=LLaMA-3.1-8B-Distilled, Protect Type=KV-Cloak2025.080.070
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