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Helpfulness Evaluation on Alpaca

90Helpfulness ScoreNo Defense
-2.5621.4745.569.53Aug 9, 2025

Evaluation results

MethodLinks
No DefenseBase LLM=ChatGPT2025.0890
Self-ReminderBase LLM=ChatGPT2025.0890
Self-ExaminationBase LLM=ChatGPT2025.0890
ICDBase LLM=ChatGPT2025.0888
Context FilteringBase LLM=ChatGPT2025.0888
No DefenseBase LLM=Llama22025.0862
Context FilteringBase LLM=Llama22025.0860
No DefenseBase LLM=Vicuna2025.0859
Context FilteringBase LLM=Vicuna2025.0857
Self-ReminderBase LLM=Vicuna2025.0856
Self-ExaminationBase LLM=Vicuna2025.0856
Self-ReminderBase LLM=Llama22025.0855
Safe DecodingBase LLM=Llama22025.0852
ICDBase LLM=Vicuna2025.0851
Safe DecodingBase LLM=Vicuna2025.0850
Intention AnalysisBase LLM=Vicuna2025.0833
ICDBase LLM=Llama22025.0821
Self-ExaminationBase LLM=Llama22025.085
Intention AnalysisBase LLM=ChatGPT2025.084
Intention AnalysisBase LLM=Llama22025.081