Mathematical Reasoning on GSM8K (ASR, Acc)
99.2ASRNo Def.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No Def.Attack=BadEdit2026.04 | 99.2 | 82.5 | |
| No Def.Attack=BadChain2026.04 | 98.4 | 81.8 | |
| No Def.Attack=EmbedX2026.04 | 97.7 | 82.3 | |
| No Def.Attack=VPI2026.04 | 95.8 | 82.5 | |
| DemoDefenseAttack=BadChain2026.04 | 28.2 | 80 | |
| FABEAttack=BadChain2026.04 | 24.9 | 76.5 | |
| FABEAttack=EmbedX2026.04 | 22.3 | 77.1 | |
| LLMBDAttack=BadChain2026.04 | 22.2 | 80.5 | |
| LLMBDAttack=EmbedX2026.04 | 19.4 | 73.7 | |
| FABEAttack=BadEdit2026.04 | 18.6 | 77.3 | |
| LLMBDAttack=BadEdit2026.04 | 18.1 | 74.2 | |
| DemoDefenseAttack=EmbedX2026.04 | 18 | 80.7 | |
| DemoDefenseAttack=BadEdit2026.04 | 16.3 | 81.5 | |
| CROWAttack=BadChain2026.04 | 16 | 79.7 | |
| FABEAttack=VPI2026.04 | 15.8 | 77.3 | |
| TIGSAttack=EmbedX2026.04 | 14 | 80.1 | |
| BEEARAttack=BadChain2026.04 | 13.5 | 78.1 | |
| CROWAttack=EmbedX2026.04 | 12.4 | 79.9 | |
| LLMBDAttack=VPI2026.04 | 12.1 | 74.2 | |
| W2SDefenseAttack=BadChain2026.04 | 11.6 | 80.1 | |
| W2SDefenseAttack=EmbedX2026.04 | 11.6 | 81.1 | |
| BEEARAttack=EmbedX2026.04 | 10.7 | 79.3 | |
| TIGSAttack=BadChain2026.04 | 10.5 | 80.5 | |
| TIGSAttack=BadEdit2026.04 | 9.6 | 80.1 | |
| CROWAttack=VPI2026.04 | 8 | 80.7 | |
| CROWAttack=BadEdit2026.04 | 6.5 | 80.7 | |
| BEEARAttack=VPI2026.04 | 6.2 | 80.8 | |
| W2SDefenseAttack=BadEdit2026.04 | 5.2 | 80.4 | |
| BEEARAttack=BadEdit2026.04 | 4.9 | 80.8 | |
| W2SDefenseAttack=VPI2026.04 | 4.8 | 81.7 | |
| TIGSAttack=VPI2026.04 | 4.2 | 80.6 | |
| DemoDefenseAttack=VPI2026.04 | 3.7 | 78.7 |