Topic Classification on AGNEWS
87.3FA ScoreAntibody
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AntibodyModel=Llama-2-7B2026.02 | 87.3 | 1.24 | |
| AntibodyModel=Qwen-2-7B2026.02 | 87.23 | 0.72 | |
| AntibodyModel=Gemma-2-9B2026.02 | 85.77 | 1.91 | |
| Booster + LisaModel=Qwen-2-7B2026.02 | 85.67 | 1.86 | |
| Booster + LisaModel=Gemma-2-9B2026.02 | 84.8 | 2.91 | |
| Booster + LisaModel=Llama-2-7B2026.02 | 83.53 | 1.71 | |
| ASFTModel=Mistral-7B2026.04 | 0.9273 | 0.2291 | |
| SFTModel=Mistral-7B2026.04 | 0.9264 | 0.6237 | |
| CWACModel=Mistral-7B2026.04 | 0.9234 | 0.2139 | |
| BEAModel=Mistral-7B2026.04 | 0.9034 | 0.3866 | |
| SFTModel=Llama-3-8B2026.04 | 0.9033 | 0.6547 | |
| Non-AlignedBackbone=Llama2-7B2024.02 | 0.9 | 0.826 | |
| CWACModel=Llama-3-8B2026.04 | 0.8978 | 0.0975 | |
| SFTModel=Llama-2-7B2026.04 | 0.8972 | 0.4534 | |
| SFTBackbone=Llama2-7B2024.02 | 0.892 | 0.526 | |
| VaccineBackbone=Llama2-7B2024.02 | 0.892 | 0.416 | |
| CWACModel=Gemma-2-9B2026.04 | 0.8893 | 0.1422 | |
| SFTModel=Gemma-2-9B2026.04 | 0.8889 | 0.3876 | |
| SPPFTModel=Mistral-7B2026.04 | 0.8872 | 0.182 | |
| BEAModel=Llama-3-8B2026.04 | 0.8849 | 0.3496 | |
| Buffer-and-ReinforceBase Model=LLaMA3-8B-Instruct2026.05 | 0.88 | 0.075 | |
| SFTBase Model=LLaMA3-8B-Instruct2026.05 | 0.878 | 0.782 | |
| CWACModel=Llama-2-7B2026.04 | 0.8745 | 0.1003 | |
| AntibodyBackbone=Llama-2-7B2026.02 | 0.873 | — | |
| AntibodyBackbone=Qwen-2-7B2026.02 | 0.8723 | 0.0072 | |
| ASFTModel=Gemma-2-9B2026.04 | 0.8706 | 0.1637 | |
| BoosterBackbone=Llama-2-7B2026.02 | 0.867 | — | |
| SafeInstructBase Model=LLaMA3-8B-Instruct2026.05 | 0.866 | 0.161 | |
| PanaceaBase Model=LLaMA3-8B-Instruct2026.05 | 0.866 | 0.537 | |
| ASFTModel=Llama-3-8B2026.04 | 0.8655 | 0.1487 | |
| Security VectorBase Model=LLaMA3-8B-Instruct2026.05 | 0.861 | 0.179 | |
| SFTBackbone=Qwen-2-7B2026.02 | 0.8577 | 0.31 | |
| SPPFTModel=Gemma-2-9B2026.04 | 0.8542 | 0.1317 | |
| SFTBackbone=Llama-2-7B2026.02 | 0.854 | — | |
| LisaModel=Gemma-2-9B2026.04 | 0.8537 | 0.2056 | |
| LisaModel=Llama-3-8B2026.04 | 0.8534 | 0.4026 | |
| BoosterBackbone=Qwen-2-7B2026.02 | 0.8513 | 0.0348 | |
| LisaBackbone=Qwen-2-7B2026.02 | 0.8507 | 0.1526 | |
| VaccineBackbone=Qwen-2-7B2026.02 | 0.8493 | 0.2866 | |
| LisaBackbone=Llama-2-7B2026.02 | 0.845 | — | |
| BEABackbone=Llama-2-7B2025.06 | 0.844 | 0.164 | |
| SafeInstrModel=Llama-3-8B2026.04 | 0.8438 | 0.2351 | |
| SFTBackbone=Llama-2-7B2025.06 | 0.843 | 0.176 | |
| SafeInstrBackbone=Llama-2-7B2025.06 | 0.843 | 0.168 | |
| AsFTBackbone=Llama-2-7B2025.06 | 0.843 | 0.04 | |
| BEAModel=Llama-2-7B2026.04 | 0.8375 | 0.3846 | |
| ASFTModel=Llama-2-7B2026.04 | 0.8366 | 0.1426 | |
| LisaBase Model=LLaMA3-8B-Instruct2026.05 | 0.829 | 0.395 | |
| SPPFTModel=Llama-3-8B2026.04 | 0.8244 | 0.1675 | |
| VaccineBackbone=Llama-2-7B2026.02 | 0.8243 | — | |
| LisaModel=Llama-2-7B2026.04 | 0.8238 | 0.2016 | |
| AntidoteBase Model=LLaMA3-8B-Instruct2026.05 | 0.823 | 0.288 | |
| Lisa-alignedBackbone=Llama-2-7B2025.06 | 0.818 | 0.168 | |
| Safe LoRABackbone=Llama-2-7B2025.06 | 0.812 | 0.056 | |
| AsFTBase Model=LLaMA3-8B-Instruct2026.05 | 0.81 | 0.24 | |
| SafeLoRABase Model=LLaMA3-8B-Instruct2026.05 | 0.798 | 0.318 | |
| LisaModel=Mistral-7B2026.04 | 0.7962 | 0.4857 | |
| SPPFTModel=Llama-2-7B2026.04 | 0.7945 | 0.1547 | |
| BEAModel=Gemma-2-9B2026.04 | 0.7789 | 0.2974 | |
| SafeInstrModel=Mistral-7B2026.04 | 0.7567 | 0.4033 | |
| SafeInstrModel=Llama-2-7B2026.04 | 0.7547 | 0.1675 | |
| Lisa-baseBackbone=Llama-2-7B2025.06 | 0.735 | 0.272 | |
| LDIFSBase Model=LLaMA3-8B-Instruct2026.05 | 0.725 | 0.163 | |
| SafeInstrModel=Gemma-2-9B2026.04 | 0.7249 | 0.1504 | |
| EWCBackbone=Llama2-7B2024.02 | 0.668 | 0.498 |