Knowledge Unlearning on GONE FB Templates Wikidata
99.6Direct Success RateICU
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ICUBackbone=LLAMA-3-8B-Instruct2026.02 | 99.6 | 99 | 71.3 | 98.2 | 25 | 74.9 | |
| ICUModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 99.6 | 97.8 | 53.8 | 96.7 | 45.9 | 33.9 | |
| NPOModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 99.5 | 99.5 | 67.6 | 100 | 65.7 | 0 | |
| NEDSModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 99.5 | 100 | 52.7 | 100 | 77 | 0 | |
| NEDSBackbone=LLAMA-3-8B-Instruct2026.02 | 99.2 | 100 | 67.9 | 100 | 70.1 | 0 | |
| GAModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 96.8 | 97.8 | 39.6 | 86.9 | 71.4 | 0 | |
| UL-DPOModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 84.7 | 76.6 | 43.9 | 88.1 | 65.2 | 40.9 | |
| WiseModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 69.9 | 67.4 | 68.9 | 40.4 | 21.3 | 14.2 | |
| AlphaEditModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 59.9 | 62.4 | 27 | 71.6 | 51 | 13 | |
| NPOBackbone=LLAMA-3-8B-Instruct2026.02 | 57.3 | 59.7 | 24.8 | 49.1 | 89.7 | 0 | |
| UL-DPOBackbone=LLAMA-3-8B-Instruct2026.02 | 39.4 | 38.2 | 25.2 | 31.4 | 66.6 | 1.1 | |
| GDModel=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 39.1 | 39.6 | 46.2 | 49.4 | 54.3 | 0 | |
| AlphaEditBackbone=LLAMA-3-8B-Instruct2026.02 | 31.6 | 34.9 | 27 | 42.2 | 50.7 | 12.7 | |
| WiseBackbone=LLAMA-3-8B-Instruct2026.02 | 31.1 | 28.6 | 37.7 | 16.5 | 51.9 | 11 | |
| BE (before)Model=Mistral-7B-Instruct-v0.2, Template=FB2026.02 | 28.4 | 22 | 30.4 | 35.6 | 55.5 | 0 | |
| GABackbone=LLAMA-3-8B-Instruct2026.02 | 18.4 | 16.8 | 24.2 | 9.5 | 69.7 | 0 | |
| GDBackbone=LLAMA-3-8B-Instruct2026.02 | 12.9 | 11.8 | 20.6 | 14.8 | 86.4 | 0 | |
| BE (before)Backbone=LLAMA-3-8B-Instruct2026.02 | 3.7 | 2.5 | 8.1 | 6.5 | 67.3 | 0 |