Question Answering on FreebaseQA
99.9ASRNone
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NonePoison Method=StyleBkd2026.02 | 99.9 | — | 65.3 | |
| ONIONPoison Method=StyleBkd2026.02 | 99.9 | — | 25.06 | |
| VanillaPoisoning Method=SB2026.05 | 99.5 | 63.5 | — | |
| VanillaPoisoning Method=BN2026.05 | 99.45 | 63.25 | — | |
| MedianPoison Method=StyleBkd2026.02 | 99.25 | — | 62.55 | |
| ONIONPoisoning Method=SB2026.05 | 99.25 | 52 | — | |
| ONIONPoison Method=Addsent2026.02 | 99.2 | — | 31.4 | |
| TrimmedPoison Method=StyleBkd2026.02 | 99.1 | — | 62.6 | |
| FreqFedPoison Method=StyleBkd2026.02 | 99 | — | 62.95 | |
| CUBEPoison Method=StyleBkd2026.02 | 98.75 | — | 65.25 | |
| FoundationFLPoison Method=StyleBkd2026.02 | 97.8 | — | 61.55 | |
| KrumPoison Method=StyleBkd2026.02 | 97.55 | — | 62.3 | |
| VanillaPoisoning Method=AS2026.05 | 97.15 | 62.25 | — | |
| FreqFedPoison Method=Addsent2026.02 | 96.75 | — | 62.95 | |
| TrimmedPoison Method=Addsent2026.02 | 94.85 | — | 63.4 | |
| MedianPoison Method=Addsent2026.02 | 94.3 | — | 63.4 | |
| NonePoison Method=Addsent2026.02 | 94.25 | — | 62.95 | |
| VanillaPoisoning Method=CBA2026.05 | 93.95 | 61.95 | — | |
| FreqFedPoison Method=Badnets2026.02 | 93.65 | — | 63.55 | |
| KrumPoison Method=Addsent2026.02 | 92.05 | — | 61.4 | |
| ONIONPoisoning Method=AS2026.05 | 91.35 | 53.35 | — | |
| ONIONPoisoning Method=BN2026.05 | 91.1 | 51.3 | — | |
| MedianPoison Method=Badnets2026.02 | 90.7 | — | 74.15 | |
| TrimmedPoison Method=Badnets2026.02 | 90.55 | — | 63.2 | |
| CUBEPoison Method=Badnets2026.02 | 82.85 | — | 65.25 | |
| CUBEPoison Method=Addsent2026.02 | 81.75 | — | 64.7 | |
| NonePoison Method=Badnets2026.02 | 78.15 | — | 62.25 | |
| KrumPoison Method=Badnets2026.02 | 74.15 | — | 61.2 | |
| ONIONPoison Method=CBA2026.02 | 64.55 | — | 35.2 | |
| CUBEPoison Method=CBA2026.02 | 55.6 | — | 63.57 | |
| ONIONPoison Method=Badnets2026.02 | 53 | — | 31.35 | |
| FoundationFLPoison Method=Badnets2026.02 | 52.25 | — | 60.65 | |
| NonePoison Method=CBA2026.02 | 47.95 | — | 61.45 | |
| TrimmedPoison Method=CBA2026.02 | 32.15 | — | 60.8 | |
| FreqFedPoison Method=CBA2026.02 | 29.15 | — | 60.85 | |
| MedianPoison Method=CBA2026.02 | 28.95 | — | 60.9 | |
| FoundationFLPoison Method=CBA2026.02 | 25.75 | — | 59.15 | |
| ONIONPoisoning Method=CBA2026.05 | 17.55 | 53.95 | — | |
| FoundationFLPoison Method=Addsent2026.02 | 15.25 | — | 61.45 | |
| KrumPoison Method=CBA2026.02 | 13.2 | — | 56.5 | |
| GraCeFulPoisoning Method=AS2026.05 | 0.3 | 54.55 | — | |
| GraCeFulPoison Method=Badnets2026.02 | 0 | — | 61.95 | |
| ProtegoFedPoison Method=Badnets2026.02 | 0 | — | 64.85 | |
| GraCeFulPoison Method=Addsent2026.02 | 0 | — | 61.53 | |
| ProtegoFedPoison Method=Addsent2026.02 | 0 | — | 65.05 | |
| GraCeFulPoison Method=CBA2026.02 | 0 | — | 59.45 | |
| ProtegoFedPoison Method=CBA2026.02 | 0 | — | 64.6 | |
| GraCeFulPoison Method=StyleBkd2026.02 | 0 | — | 64.15 | |
| ProtegoFedPoison Method=StyleBkd2026.02 | 0 | — | 65 | |
| CUBEPoisoning Method=BN2026.05 | 0 | 61.2 | — | |
| GraCeFulPoisoning Method=BN2026.05 | 0 | 62.25 | — | |
| CleanGenPoisoning Method=BN2026.05 | 0 | 30.6 | — | |
| GradSentryPoisoning Method=BN2026.05 | 0 | 62.35 | — | |
| CUBEPoisoning Method=AS2026.05 | 0 | 60.75 | — | |
| CleanGenPoisoning Method=AS2026.05 | 0 | 33.6 | — | |
| GradSentryPoisoning Method=AS2026.05 | 0 | 62.4 | — | |
| CUBEPoisoning Method=CBA2026.05 | 0 | 61.8 | — | |
| GraCeFulPoisoning Method=CBA2026.05 | 0 | 62.7 | — | |
| CleanGenPoisoning Method=CBA2026.05 | 0 | 33.35 | — | |
| GradSentryPoisoning Method=CBA2026.05 | 0 | 63.15 | — | |
| CUBEPoisoning Method=SB2026.05 | 0 | 61 | — | |
| GraCeFulPoisoning Method=SB2026.05 | 0 | 63.05 | — | |
| CleanGenPoisoning Method=SB2026.05 | 0 | 10.85 | — | |
| GradSentryPoisoning Method=SB2026.05 | 0 | 62.4 | — | |
| 2:4 StructuredSparsity (%)=45.16%, Backbone=Qwen3-4B2026.01 | — | 0.002 | — | |
| 2:4 StructuredSparsity (%)=42.402026.01 | — | 0.22 | — | |
| 4:8 StructuredSparsity (%)=45.16%, Backbone=Qwen3-4B2026.01 | — | 0.0051 | — | |
| 4:8 StructuredSparsity (%)=42.402026.01 | — | 1.33 | — | |
| Agent-GuidedSparsity (%)=45.58%, Backbone=Qwen3-4B2026.01 | — | 0.0208 | — | |
| Agent-GuidedSparsity (%)=43.022026.01 | — | 25.16 | — | |
| BASE (Dense)Sparsity (%)=0.00%, Backbone=Qwen3-4B2026.01 | — | 0.3243 | — | |
| BASE (Dense)Sparsity (%)=0.002026.01 | — | 50.56 | — |