Knowledge Editing on UnKEBench Original questions
99.86BERTScoreAnyEdit*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AnyEdit*LLM=Llama3-8B-It, Note=Full layer gradient descent2025.02 | 99.86 | 99.68 | |
| AnyEdit*LLM=Qwen2.5-7B-It, Note=Full layer gradient descent2025.02 | 99.35 | 98.82 | |
| UnKELLM=Llama3-8B-It2025.02 | 98.34 | 93.33 | |
| AnyEditLLM=Qwen2.5-7B-It2025.02 | 98.05 | 94.89 | |
| AnyEditLLM=Llama3-8B-It2025.02 | 97.76 | 92.96 | |
| UnKELLM=Qwen2.5-7B-It2025.02 | 96.97 | 91.01 | |
| AlphaEditLLM=Qwen2.5-7B-It2025.02 | 80.48 | 42.77 | |
| MEMITLLM=Qwen2.5-7B-It2025.02 | 78.03 | 38.04 | |
| MEMITLLM=Llama3-8B-It2025.02 | 76.21 | 30.49 | |
| ROMELLM=Qwen2.5-7B-It2025.02 | 74.73 | 31.52 | |
| AlphaEditLLM=Llama3-8B-It2025.02 | 73.92 | 26.59 | |
| ROMELLM=Llama3-8B-It2025.02 | 72.16 | 23.74 | |
| MENDLLM=Qwen2.5-7B-It2025.02 | 69.49 | 27.77 | |
| MENDLLM=Llama3-8B-It2025.02 | 68.73 | 29.24 | |
| Pre-editedLLM=Qwen2.5-7B-It2025.02 | 64.18 | 25.88 | |
| Pre-editedLLM=Llama3-8B-It2025.02 | 63.18 | 23.67 | |
| FT-LLLM=Qwen2.5-7B-It2025.02 | 44.02 | 13.78 | |
| FT-LLLM=Llama3-8B-It2025.02 | 40.31 | 11.39 |