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ResearchFormerly WizWand

Injection Attack on Input Reconstruction (All)

76.5BERTScoreOriginal
4.7423.374260.63Aug 13, 2025
Updated 7mo ago

Evaluation results

MethodLinks
OriginalModel=LLaMA-7B2025.0876.568.7
OriginalModel=LLaMA-7B, Protect Type=Original2025.0876.568.7
OriginalModel=LLaMA-3.1-8B2025.0861.644.7
OriginalModel=LLaMA-3.1-8B-Distilled2025.086142.1
OriginalModel=LLaMA-3.1-8B-Distilled, Protect Type=Original2025.086142.1
OriginalModel=LLaMA-3.2-1B2025.0854.431.5
OriginalModel=LLaMA-3.2-1B, Protect Type=Original2025.0854.431.5
OriginalModel=LLaMA-3.2-3B-Instruct2025.085432.4
OriginalModel=Qwen2.5-Math-7B2025.0842.228.6
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B2025.0839.324.8
(10^8, 10^-5)-DPModel=LLaMA-3.2-1B, Protect Type=(10^8, 10^-5)-DP2025.0839.324.8
(10^8, 10^{-5})-DPModel=Qwen2.5-Math-7B2025.0832.520.8
(10^8, 10^{-5})-DPModel=LLaMA-3.2-3B-Instruct2025.0812.93.2
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled2025.0811.84.9
(10^8, 10^-5)-DPModel=LLaMA-3.1-8B-Distilled, Protect Type=(10^8, 10^-5)-DP2025.0811.84.9
(10^8, 10^{-5})-DPModel=LLaMA-3.1-8B2025.0811.55.7
KV-CloakModel=LLaMA-3.1-8B-Distilled2025.088.80
KV-CloakModel=LLaMA-3.2-3B-Instruct2025.088.80
KV-CloakModel=LLaMA-3.1-8B-Distilled, Protect Type=KV-Cloak2025.088.80
(10^8, 10^-5)-DPModel=LLaMA-7B2025.088.50.9
(10^8, 10^-5)-DPModel=LLaMA-7B, Protect Type=(10^8, 10^-5)-DP2025.088.50.9
KV-CloakModel=LLaMA-3.1-8B2025.088.40
KV-CloakModel=LLaMA-7B2025.088.20
KV-CloakModel=LLaMA-7B, Protect Type=KV-Cloak2025.088.20
KV-CloakModel=LLaMA-3.2-1B2025.087.90
KV-CloakModel=LLaMA-3.2-1B, Protect Type=KV-Cloak2025.087.90
KV-CloakModel=Qwen2.5-Math-7B2025.087.50