Helpfulness Evaluation on Alpaca
90Helpfulness ScoreNo Defense
Evaluation Results
| Method | Links | |
|---|---|---|
| No DefenseBase LLM=ChatGPT2025.08 | 90 | |
| Self-ReminderBase LLM=ChatGPT2025.08 | 90 | |
| Self-ExaminationBase LLM=ChatGPT2025.08 | 90 | |
| ICDBase LLM=ChatGPT2025.08 | 88 | |
| Context FilteringBase LLM=ChatGPT2025.08 | 88 | |
| No DefenseBase LLM=Llama22025.08 | 62 | |
| Context FilteringBase LLM=Llama22025.08 | 60 | |
| No DefenseBase LLM=Vicuna2025.08 | 59 | |
| Context FilteringBase LLM=Vicuna2025.08 | 57 | |
| Self-ReminderBase LLM=Vicuna2025.08 | 56 | |
| Self-ExaminationBase LLM=Vicuna2025.08 | 56 | |
| Self-ReminderBase LLM=Llama22025.08 | 55 | |
| Safe DecodingBase LLM=Llama22025.08 | 52 | |
| ICDBase LLM=Vicuna2025.08 | 51 | |
| Safe DecodingBase LLM=Vicuna2025.08 | 50 | |
| Intention AnalysisBase LLM=Vicuna2025.08 | 33 | |
| ICDBase LLM=Llama22025.08 | 21 | |
| Self-ExaminationBase LLM=Llama22025.08 | 5 | |
| Intention AnalysisBase LLM=ChatGPT2025.08 | 4 | |
| Intention AnalysisBase LLM=Llama22025.08 | 1 |