Computational Complexity Analysis on WildGuardMix 1.0 (test)
0.004FLOPs (MFLOPs)LP (Last Step)
Evaluation Results
| Method | Links | |
|---|---|---|
| LP (Last Step)Backbone=LLaDA-2.0-mini2026.05 | 0.004 | |
| LP (Last Step)Backbone=LLaDA-8B-Base2026.05 | 0.008 | |
| LP (Last Step)Backbone=LLaDA-8B-Instruct2026.05 | 0.008 | |
| LP (Last Step)Backbone=LLaDA-1.52026.05 | 0.008 | |
| LP (Mean)Backbone=LLaDA-8B-Base2026.05 | 0.14 | |
| LP (Mean)Backbone=LLaDA-8B-Instruct2026.05 | 0.14 | |
| LP (Mean)Backbone=LLaDA-1.52026.05 | 0.14 | |
| LP (MV)Backbone=LLaDA-8B-Base2026.05 | 0.26 | |
| LP (MV)Backbone=LLaDA-8B-Instruct2026.05 | 0.26 | |
| LP (MV)Backbone=LLaDA-1.52026.05 | 0.26 | |
| LP (Mean)Backbone=LLaDA-2.0-mini2026.05 | 0.27 | |
| LP (MV)Backbone=LLaDA-2.0-mini2026.05 | 0.52 | |
| D2-MLPBackbone=LLaDA-8B-Instruct2026.05 | 0.68 | |
| D2-MLPBackbone=LLaDA-2.0-mini2026.05 | 0.87 | |
| D2-MLPBackbone=LLaDA-8B-Base2026.05 | 0.92 | |
| D2-MLPBackbone=LLaDA-1.52026.05 | 0.97 | |
| MLP (Last Step)Backbone=LLaDA-2.0-mini2026.05 | 1.05 | |
| MLP (Mean)Backbone=LLaDA-2.0-mini2026.05 | 1.31 | |
| MLP (Last Step)Backbone=LLaDA-8B-Base2026.05 | 2.1 | |
| MLP (Last Step)Backbone=LLaDA-8B-Instruct2026.05 | 2.1 | |
| MLP (Last Step)Backbone=LLaDA-1.52026.05 | 2.1 | |
| MLP (Mean)Backbone=LLaDA-8B-Base2026.05 | 2.23 | |
| MLP (Mean)Backbone=LLaDA-8B-Instruct2026.05 | 2.23 | |
| MLP (Mean)Backbone=LLaDA-1.52026.05 | 2.23 | |
| D2-TimeAttnBackbone=LLaDA-8B-Instruct2026.05 | 5.1 | |
| D2-TimeAttnBackbone=LLaDA-8B-Base2026.05 | 8.16 | |
| D2-TimeAttnBackbone=LLaDA-1.52026.05 | 8.48 | |
| D2-TimeAttnBackbone=LLaDA-2.0-mini2026.05 | 19.4 | |
| TimeAttnBackbone=LLaDA-8B-Base2026.05 | 35.7 | |
| TimeAttnBackbone=LLaDA-8B-Instruct2026.05 | 35.7 | |
| TimeAttnBackbone=LLaDA-1.52026.05 | 35.7 | |
| MLP (MV)Backbone=LLaDA-8B-Base2026.05 | 67.1 | |
| MLP (MV)Backbone=LLaDA-8B-Instruct2026.05 | 67.1 | |
| MLP (MV)Backbone=LLaDA-1.52026.05 | 67.1 | |
| TimeAttnBackbone=LLaDA-2.0-mini2026.05 | 68.2 | |
| MLP (MV)Backbone=LLaDA-2.0-mini2026.05 | 134 | |
| LSTMBackbone=LLaDA-8B-Base2026.05 | 163 | |
| LSTMBackbone=LLaDA-8B-Instruct2026.05 | 163 | |
| LSTMBackbone=LLaDA-1.52026.05 | 163 | |
| LSTMBackbone=LLaDA-2.0-mini2026.05 | 386 |