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ResearchFormerly WizWand

Inversion Attack on Input Reconstruction (First split)

100BERTScoreOriginal
1.7227.23552.7578.265Aug 13, 2025
Updated 7mo ago

Evaluation results

MethodLinks
OriginalModel=LLaMA-7B2025.08100100
OriginalModel=LLaMA-3.2-1B2025.0810099.4
OriginalModel=LLaMA-7B, Protect Type=Original2025.08100100
OriginalModel=LLaMA-3.2-1B, Protect Type=Original2025.0810099.4
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B2025.0863.362.2
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B, Protect Type=(10^8, 10^-5)-DP2025.0863.362.2
OriginalModel=Qwen2.5-Math-7B2025.0822.918.6
(10^8, 10^{-5})-DPModel=Qwen2.5-Math-7B2025.0810.81.8
KV-CloakModel=Qwen2.5-Math-7B2025.089.91.1
KV-CloakModel=LLaMA-3.1-8B-Distilled2025.089.30.2
KV-CloakModel=LLaMA-3.1-8B-Distilled, Protect Type=KV-Cloak2025.089.30.2
KV-CloakModel=LLaMA-7B2025.089.16.8
KV-CloakModel=LLaMA-7B, Protect Type=KV-Cloak2025.089.16.8
KV-CloakModel=LLaMA-3.2-3B-Instruct2025.088.80
(10^8, 10^-5)-DPModel=LLaMA-7B2025.088.56.5
KV-CloakModel=LLaMA-3.2-1B2025.088.50.9
(10^8, 10^-5)-DPModel=LLaMA-7B, Protect Type=(10^8, 10^-5)-DP2025.088.56.5
KV-CloakModel=LLaMA-3.2-1B, Protect Type=KV-Cloak2025.088.50.9
OriginalModel=LLaMA-3.1-8B-Distilled2025.088.30
OriginalModel=LLaMA-3.1-8B-Distilled, Protect Type=Original2025.088.30
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled2025.087.90.3
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled, Protect Type=(10^8, 10^-5)-DP2025.087.90.3
KV-CloakModel=LLaMA-3.1-8B2025.087.60.4
(10^8, 10^{-5})-DPModel=LLaMA-3.1-8B2025.087.60.3
OriginalModel=LLaMA-3.1-8B2025.087.10
(10^8, 10^{-5})-DPModel=LLaMA-3.2-3B-Instruct2025.086.10
OriginalModel=LLaMA-3.2-3B-Instruct2025.085.50