Knowledge Editing on ZsRE N = 5000
100ReliabilityGRACE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GRACEModel=Qwen2.5 7B2026.05 | 100 | 3 | 100 | 31 | |
| GRACEModel=DeepSeek 8B2026.05 | 100 | 2 | 100 | 27 | |
| HoReNModel=DeepSeek 8B2026.05 | 100 | 94 | 97 | 97 | |
| HoReNModel=SEA-LION 32B2026.05 | 100 | 90 | 97 | 96 | |
| HoReNModel=Qwen2.5 7B2026.05 | 99 | 89 | 100 | 96 | |
| HoReNModel=GPT-OSS 20B2026.05 | 99 | 67 | 99 | 87 | |
| GRACEModel=GPT-OSS 20B2026.05 | 60 | 2 | 100 | 23 | |
| WISEModel=SEA-LION 32B2026.05 | 58 | 55 | 100 | 68 | |
| GRACEModel=SEA-LION 32B2026.05 | 43 | 2 | 100 | 20 | |
| WISEModel=DeepSeek 8B2026.05 | 36 | 33 | 100 | 49 | |
| WISEModel=Qwen2.5 7B2026.05 | 24 | 22 | 79 | 35 | |
| WISEModel=GPT-OSS 20B2026.05 | 12 | 11 | 12 | 12 |