Knowledge Editing on ZsRE N = 2000
100ReliabilityGRACE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GRACEModel=Qwen2.5 7B2026.05 | 100 | 2 | 100 | 27 | |
| HoReNModel=Qwen2.5 7B2026.05 | 100 | 92 | 100 | 97 | |
| GRACEModel=DeepSeek 8B2026.05 | 100 | 2 | 100 | 27 | |
| HoReNModel=DeepSeek 8B2026.05 | 100 | 95 | 98 | 98 | |
| HoReNModel=SEA-LION 32B2026.05 | 100 | 91 | 98 | 96 | |
| HoReNModel=GPT-OSS 20B2026.05 | 99 | 69 | 100 | 88 | |
| WISEModel=SEA-LION 32B2026.05 | 64 | 59 | 100 | 72 | |
| GRACEModel=GPT-OSS 20B2026.05 | 61 | 1 | 100 | 18 | |
| WISEModel=DeepSeek 8B2026.05 | 46 | 44 | 100 | 59 | |
| GRACEModel=SEA-LION 32B2026.05 | 43 | 2 | 100 | 20 | |
| WISEModel=Qwen2.5 7B2026.05 | 30 | 28 | 81 | 41 | |
| WISEModel=GPT-OSS 20B2026.05 | 14 | 14 | 8 | 12 |