Knowledge Editing on ZSRE
97.62GeneralityJNO
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| JNOModel=GPT-J (6B)2026.06 | 97.62 | — | — | — | — | — | — | 98.31 | 31.24 | — | — | — | — | |
| MetaKEModel=GPT-J (6B)2026.03 | 97.37 | — | — | — | — | — | — | 99.82 | 29.43 | — | — | — | — | |
| AlphaEditModel=GPT-J2026.02 | 97.36 | — | — | — | — | — | — | 99.65 | 28.31 | — | — | — | — | |
| MEMITModel=GPT-J2026.02 | 96.4 | — | — | — | — | — | — | 99.18 | 27.99 | — | — | — | — | |
| RECTModel=GPT-J2026.02 | 96.35 | — | — | — | — | — | — | 99.18 | 28.06 | — | — | — | — | |
| SAKEModel=GPT-J (6B)2026.06 | 96.31 | — | — | — | — | — | — | 99.75 | 28.77 | — | — | — | — | |
| AlphaEditBLUEModel=GPT-J (6B)2026.06 | 96.28 | — | — | — | — | — | — | 99.73 | 28.36 | — | — | — | — | |
| RETSBase Model=GPT-J2025.06 | 96.2 | — | — | — | — | — | — | 93.9 | 26.8 | — | — | — | — | |
| JNOModel=Qwen2.5-1.5B-Instruct2026.06 | 96.19 | — | — | — | — | — | — | 97.93 | 32.46 | — | — | — | — | |
| AlphaEditChainModel=GPT-J (6B)2026.06 | 96.05 | — | — | — | — | — | — | 99.58 | 28.42 | — | — | — | — | |
| EVK-EditModel=GPT-J2026.02 | 95.95 | — | — | — | — | — | — | 99.77 | 28.37 | — | — | — | — | |
| GLAMEModel=GPT-J (6B)2026.06 | 95.85 | — | — | — | — | — | — | 99.64 | 27.96 | — | — | — | — | |
| AlphaEditModel=GPT-J (6B)2026.03 | 95.84 | — | — | — | — | — | — | 99.56 | 28.31 | — | — | — | — | |
| AlphaEditModel=GPT-J (6B)2026.06 | 95.61 | — | — | — | — | — | — | 99.17 | 27.52 | — | — | — | — | |
| SUITModel=GPT-J (6B)2026.06 | 95.13 | — | — | — | — | — | — | 99.72 | 26.36 | — | — | — | — | |
| JNOModel=LLaMA3 (8B)2026.06 | 94.81 | — | — | — | — | — | — | 97.12 | 35.63 | — | — | — | — | |
| SAKEModel=Qwen2.5-1.5B-Instruct2026.06 | 94.57 | — | — | — | — | — | — | 98.85 | 30.41 | — | — | — | — | |
| SUITModel=Qwen2.5-1.5B-Instruct2026.06 | 94.26 | — | — | — | — | — | — | 97.94 | 30.13 | — | — | — | — | |
| OREModel=Qwen2.5-7B2026.06 | 94.21 | — | — | 76.48 | — | — | — | 99.85 | 35.37 | — | — | — | — | |
| ROMEBase Model=GPT-J2025.06 | 94.2 | — | — | — | — | — | — | 99.9 | 26.9 | — | — | — | — | |
| GLAMEModel=Qwen2.5-1.5B-Instruct2026.06 | 94.13 | — | — | — | — | — | — | 98.92 | 29.72 | — | — | — | — | |
| OREModel=Qwen2.5-7B, Batch Edits=50002026.06 | 93.85 | — | — | 74.77 | — | — | — | 99.83 | 30.64 | — | — | — | — | |
| AlphaEditChainModel=Qwen2.5-1.5B-Instruct2026.06 | 93.83 | — | — | — | — | — | — | 98.78 | 30.06 | — | — | — | — | |
| AlphaEditBLUEModel=Qwen2.5-1.5B-Instruct2026.06 | 93.75 | — | — | — | — | — | — | 98.6 | 30.54 | — | — | — | — | |
| AlphaEditBLUEModel=GPT-J (6B)2026.03 | 93.64 | — | — | — | — | — | — | 99.45 | 28.41 | — | — | — | — | |
| MEMITModel=GPT-J (6B)2026.03 | 93.52 | — | — | — | — | — | — | 96.85 | 31.42 | — | — | — | — | |
| SAKEModel=LLaMA3 (8B)2026.06 | 93.12 | — | — | — | — | — | — | 97.89 | 33.15 | — | — | — | — | |
| AlphaEditModel=Qwen2.5-1.5B-Instruct2026.06 | 92.94 | — | — | — | — | — | — | 97.78 | 28.36 | — | — | — | — | |
| AlphaEditBLUEModel=LLaMA3 (8B)2026.06 | 92.91 | — | — | — | — | — | — | 98.11 | 32.95 | — | — | — | — | |
| MetaKEModel=LLaMA3 (8B)2026.03 | 92.45 | — | — | — | — | — | — | 96.84 | 33.12 | — | — | — | — | |
| AlphaEditChainModel=LLaMA3 (8B)2026.06 | 92.18 | — | — | — | — | — | — | 97.48 | 32.72 | — | — | — | — | |
| SUITModel=LLaMA3 (8B)2026.06 | 91.93 | — | — | — | — | — | — | 97.62 | 33.84 | — | — | — | — | |
| AlphaEditBLUEModel=LLaMA3 (8B)2026.03 | 91.85 | — | — | — | — | — | — | 95.82 | 32.1 | — | — | — | — | |
| RECTModel=GPT-J (6B)2026.03 | 91.75 | — | — | — | — | — | — | 96.18 | 28.25 | — | — | — | — | |
| GLAMEModel=LLaMA3 (8B)2026.06 | 91.72 | — | — | — | — | — | — | 97.23 | 31.52 | — | — | — | — | |
| AlphaEditModel=Qwen2.5-7B2026.06 | 91.47 | — | — | 75.67 | — | — | — | 96.49 | 39.04 | — | — | — | — | |
| EVK-EditModel=GPT2-XL2026.02 | 91.36 | — | — | — | — | — | — | 98.2 | 25.87 | — | — | — | — | |
| PMETModel=GPT-J (6B)2026.06 | 91.36 | — | — | — | — | — | — | 96.18 | 28.02 | — | — | — | — | |
| MetaKEModel=GPT2-XL (1.5B)2026.03 | 91.26 | — | — | — | — | — | — | 98.12 | 27.23 | — | — | — | — | |
| AlphaEditBackbone=LLaMA-3-8B, Editing Protocol=Sequential Editing2026.06 | 91.13 | — | — | 72.72 | — | — | — | 94.47 | 32.55 | — | — | — | — | |
| MEMITModel=Qwen2.5-7B2026.06 | 90.96 | — | — | 76.07 | — | — | — | 95.53 | 41.72 | — | — | — | — | |
| OREBackbone=LLaMA-3-8B, Editing Protocol=Sequential Editing2026.06 | 90.86 | — | — | 71.6 | — | — | — | 94.71 | 29.24 | — | — | — | — | |
| EVK-EditModel=LLaMA32026.02 | 90.71 | — | — | — | — | — | — | 94.53 | 33.27 | — | — | — | — | |
| AlphaEditModel=LLaMA32026.02 | 90.42 | — | — | — | — | — | — | 93.71 | 32.84 | — | — | — | — | |
| MEMITModel=Qwen2.5-7B, Batch Edits=50002026.06 | 90.29 | — | — | 74.39 | — | — | — | 94.52 | 38.36 | — | — | — | — | |
| AlphaEditModel=LLaMA3 (8B)2026.06 | 90.24 | — | — | — | — | — | — | 94.04 | 31.06 | — | — | — | — | |
| AlphaEditModel=GPT2-XL2026.02 | 90.08 | — | — | — | — | — | — | 97.33 | 25.92 | — | — | — | — | |
| MEMITModel=LLaMA32026.02 | 90.02 | — | — | — | — | — | — | 92.85 | 32.92 | — | — | — | — | |
| RECTModel=LLaMA32026.02 | 89.96 | — | — | — | — | — | — | 93.25 | 32.83 | — | — | — | — | |
| MEMITModel=GPT-J (6B)2026.06 | 89.13 | — | — | — | — | — | — | 93.73 | 28.59 | — | — | — | — | |
| OREModel=LLaMA-3-8B2026.06 | 88.98 | — | — | 71.03 | — | — | — | 94.2 | 29.9 | — | — | — | — | |
| AlphaEditBLUEModel=GPT2-XL (1.5B)2026.03 | 88.75 | — | — | — | — | — | — | 97.42 | 26.58 | — | — | — | — | |
| AlphaEditModel=LLaMA3 (8B)2026.03 | 88.35 | — | — | — | — | — | — | 94.27 | 32.65 | — | — | — | — | |
| OREModel=LLaMA-3-8B, Batch Edits=50002026.06 | 88.22 | — | — | 70.27 | — | — | — | 93.24 | 29.35 | — | — | — | — | |
| AlphaEditModel=Qwen2.5-7B, Batch Edits=50002026.06 | 87.75 | — | — | 73.98 | — | — | — | 95.23 | 38.97 | — | — | — | — | |
| JNOModel=Qwen-4B-Thinking2026.06 | 87.58 | — | — | — | — | — | — | 93.54 | 36.18 | — | — | — | — | |
| MEMITBase Model=GPT-J2025.06 | 87.5 | — | — | — | — | — | — | 99.8 | 26.9 | — | — | — | — | |
| JNOModel=Phi-1.52026.06 | 87.42 | — | — | — | — | — | — | 97.63 | 23.46 | — | — | — | — | |
| EAMETModel=Gemma-7B2025.05 | 86.43 | — | — | — | — | — | — | 91.69 | 23.37 | — | — | — | — | |
| AlphaEditModel=Qwen-4B-Thinking2026.06 | 86.31 | — | — | — | — | — | — | 93.26 | 34.28 | — | — | — | — | |
| GLAMEModel=Phi-1.52026.06 | 85.36 | — | — | — | — | — | — | 98.61 | 22.83 | — | — | — | — | |
| SUITModel=Phi-1.52026.06 | 85.25 | — | — | — | — | — | — | 98.44 | 23.06 | — | — | — | — | |
| GLAMEModel=Qwen-4B-Thinking2026.06 | 85.12 | — | — | — | — | — | — | 94.38 | 35.04 | — | — | — | — | |
| AlphaEditModel=Phi-1.52026.06 | 85.04 | — | — | — | — | — | — | 98.12 | 22.81 | — | — | — | — | |
| SUITModel=Qwen-4B-Thinking2026.06 | 85.01 | — | — | — | — | — | — | 94.22 | 35.19 | — | — | — | — | |
| ROMEModel=GPT-J2026.02 | 84.92 | — | — | — | — | — | — | 89.03 | 26.99 | — | — | — | — | |
| EAMETModel=Qwen2.5-7B2025.05 | 84.8 | — | — | — | — | — | — | 91.03 | 41.2 | — | — | — | — | |
| MEMITModel=LLaMA-3-8B2026.06 | 84.18 | — | — | 67.81 | — | — | — | 87.13 | 32.11 | — | — | — | — | |
| MEMITModel=LLaMA-3-8B, Batch Edits=50002026.06 | 84.12 | — | — | 67.75 | — | — | — | 87.46 | 31.67 | — | — | — | — | |
| RECTModel=Qwen2.5-7B, Batch Edits=50002026.06 | 83.99 | — | — | 71.9 | — | — | — | 91.01 | 40.71 | — | — | — | — | |
| AlphaEditModel=LLaMA-3-8B2026.06 | 83.93 | — | — | 67.75 | — | — | — | 87.37 | 31.95 | — | — | — | — | |
| RECTModel=Qwen2.5-7B2026.06 | 83.86 | — | — | 71.66 | — | — | — | 91.25 | 39.86 | — | — | — | — | |
| AlphaEditModel=GPT2-XL (1.5B)2026.03 | 83.65 | — | — | — | — | — | — | 93.52 | 25.85 | — | — | — | — | |
| RLEditModel=Qwen2.5-7B-Instruct2025.05 | 82.79 | — | — | — | — | — | — | 84.7 | 38.26 | — | — | — | — | |
| AlphaEditModel=LLaMA-3-8B, Batch Edits=50002026.06 | 82.73 | — | — | 66.73 | — | — | — | 86.35 | 31.1 | — | — | — | — | |
| RECTModel=LLaMA3 (8B)2026.03 | 82.35 | — | — | — | — | — | — | 87.41 | 32.18 | — | — | — | — | |
| EAMETModel=LLaMA2-7B2025.05 | 81.34 | — | — | — | — | — | — | 89.47 | 15.7 | — | — | — | — | |
| EAMETModel=LLaMA3-8B2025.05 | 81.34 | — | — | — | — | — | — | 85.68 | 42.39 | — | — | — | — | |
| RECTModel=GPT2-XL2026.02 | 81.26 | — | — | — | — | — | — | 88.32 | 25.42 | — | — | — | — | |
| EAMETModel=Falcon-7B2025.05 | 81.15 | — | — | — | — | — | — | 92.38 | 36.71 | — | — | — | — | |
| RECTBackbone=LLaMA-3-8B, Editing Protocol=Sequential Editing2026.06 | 80.54 | — | — | 66.09 | — | — | — | 86.05 | 31.67 | — | — | — | — | |
| MEMITModel=GPT2-XL2026.02 | 80.32 | — | — | — | — | — | — | 86.79 | 26.32 | — | — | — | — | |
| UltraEditModel=Qwen2.5-7B-Instruct2025.05 | 77.08 | — | — | — | — | — | — | 82.03 | 45.51 | — | — | — | — | |
| RECTModel=GPT2-XL (1.5B)2026.03 | 75.28 | — | — | — | — | — | — | 83.45 | 24.93 | — | — | — | — | |
| RECTModel=LLaMA-3-8B2026.06 | 74.88 | — | — | 61.79 | — | — | — | 78.49 | 32 | — | — | — | — | |
| UltraEdit*Model=Qwen2.5-7B-Instruct2025.05 | 74.72 | — | — | — | — | — | — | 78.39 | 49.27 | — | — | — | — | |
| EAMETModel=LLaMA2-13B2025.05 | 74.58 | — | — | — | — | — | — | 87.09 | 15.9 | — | — | — | — | |
| PMETModel=Gemma-7B2025.05 | 73.95 | — | — | — | — | — | — | 83.05 | 23.85 | — | — | — | — | |
| MEMITModel=Gemma-7B2025.05 | 73.66 | — | — | — | — | — | — | 84.61 | 23.04 | — | — | — | — | |
| MEMITModel=GPT2-XL (1.5B)2026.03 | 72.45 | — | — | — | — | — | — | 79.58 | 26.12 | — | — | — | — | |
| MEMITModel=LLaMA3-8B2025.05 | 71.76 | — | — | — | — | — | — | 78.4 | 39.21 | — | — | — | — | |
| PMETModel=LLaMA2-7B2025.05 | 71.4 | — | — | — | — | — | — | 77.29 | 16.54 | — | — | — | — | |
| CPABase Model=GPT-J2025.06 | 71 | — | — | — | — | — | — | 87.1 | 26.9 | — | — | — | — | |
| EAMETModel=Deepseek-7B2025.05 | 70.02 | — | — | — | — | — | — | 87.27 | 39.87 | — | — | — | — | |
| PMETModel=Deepseek-7B2025.05 | 69.22 | — | — | — | — | — | — | 76.97 | 38.47 | — | — | — | — | |
| MEMITModel=Falcon-7B2025.05 | 68.93 | — | — | — | — | — | — | 82.93 | 33.64 | — | — | — | — | |
| MoEEditModel=Qwen3-30B-A3B2026.05 | 67.26 | — | — | — | — | — | — | 75.29 | 43.18 | — | — | — | 61.91 | |
| PRUNEModel=Qwen2.5-7B, Batch Edits=50002026.06 | 65.92 | — | — | 59.01 | — | — | — | 69.1 | 42 | — | — | — | — | |
| PRUNEModel=Qwen2.5-7B2026.06 | 65.54 | — | — | 54.25 | — | — | — | 69.92 | 27.28 | — | — | — | — | |
| PMETModel=Qwen2.5-1.5B-Instruct2026.06 | 65.12 | — | — | — | — | — | — | 67.28 | 25.36 | — | — | — | — |