Safety Evaluation on PS-Bench base setting (test)
18ASR (Hate Speech)Stateless
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| StatelessBase Model=Qwen3-8B2026.01 | 18 | 2 | 2 | 4 | 6 | 4 | 13 | 20 | 8.63 | |
| StatelessBase Model=Qwen3-235B-A22B2026.01 | 19 | 4 | 5 | 8 | 15 | 4 | 27 | 12 | 11.75 | |
| Mem0Base Model=Qwen3-8B2026.01 | 20.3 | 5.8 | 2.5 | 8.4 | 10.5 | 11.2 | 22.3 | 30.6 | 13.95 | |
| LDAgentBase Model=Qwen3-8B2026.01 | 21.7 | 8 | 6.2 | 8.6 | 6.1 | 14.3 | 27.9 | 29.4 | 15.28 | |
| StatelessBase Model=DeepSeek-V3.22026.01 | 23 | 1 | 2 | 4 | 7 | 2 | 11 | 22 | 9 | |
| MemOSBase Model=Qwen3-8B2026.01 | 23.7 | 11 | 7.4 | 12.2 | 11.3 | 15.3 | 28.9 | 38.4 | 18.53 | |
| StatelessBase Model=GPT-4o2026.01 | 25 | 5 | 8 | 5 | 30 | 13 | 26 | 4 | 14.5 | |
| MemUBase Model=Qwen3-8B2026.01 | 25.2 | 12 | 7.9 | 15.1 | 16.2 | 16 | 28.8 | 43.2 | 20.55 | |
| AmemBase Model=Qwen3-235B-A22B2026.01 | 28.1 | 10.1 | 12.5 | 16.2 | 29.9 | 18.7 | 32.9 | 18.6 | 20.88 | |
| Mem0Base Model=DeepSeek-V3.22026.01 | 29.2 | 20.4 | 11.1 | 16.4 | 24.2 | 19.3 | 35.5 | 15.2 | 21.41 | |
| AmemBase Model=Qwen3-8B2026.01 | 29.9 | 9.7 | 10.6 | 17.5 | 14.2 | 18.9 | 36.6 | 40.4 | 22.23 | |
| LDAgentBase Model=Qwen3-235B-A22B2026.01 | 30.2 | 13.5 | 14.3 | 13.9 | 31.2 | 21.2 | 33.9 | 25.8 | 23 | |
| Mem0Base Model=Qwen3-235B-A22B2026.01 | 35.9 | 11.7 | 11 | 15 | 29.3 | 17.8 | 32.6 | 5.8 | 19.89 | |
| AmemBase Model=DeepSeek-V3.22026.01 | 35.9 | 39.8 | 17.4 | 22.2 | 33.9 | 28 | 36.1 | 15.6 | 28.61 | |
| StatelessBase Model=GPT-4o-mini2026.01 | 36 | 16 | 11 | 6 | 52 | 22 | 34 | 8 | 23.13 | |
| MemOSBase Model=DeepSeek-V3.22026.01 | 36.4 | 29.7 | 13.6 | 23 | 24.4 | 23.6 | 41.9 | 17.2 | 26.23 | |
| MemUBase Model=DeepSeek-V3.22026.01 | 36.6 | 27.2 | 17.1 | 27.8 | 29.2 | 23.3 | 43.8 | 24.2 | 28.65 | |
| AmemBase Model=GPT-4o2026.01 | 38.1 | 11 | 15.4 | 20.1 | 40.6 | 21.3 | 42.2 | 7.4 | 24.51 | |
| Mem0Base Model=GPT-4o-mini2026.01 | 38.2 | 17.5 | 17.3 | 14.2 | 52.8 | 27.3 | 41.4 | 5.6 | 26.79 | |
| MemOSBase Model=Qwen3-235B-A22B2026.01 | 38.3 | 19.9 | 12.3 | 16.6 | 31.7 | 22.8 | 36.4 | 7.4 | 23.18 | |
| MemOSBase Model=GPT-4o-mini2026.01 | 40.3 | 21.8 | 18.4 | 17.8 | 47.2 | 31 | 45.7 | 7.6 | 28.73 | |
| MemUBase Model=Qwen3-235B-A22B2026.01 | 40.6 | 16.8 | 14.5 | 20.2 | 38.7 | 21.3 | 38 | 9.2 | 24.91 | |
| MemOSBase Model=GPT-4o2026.01 | 40.8 | 13.5 | 19 | 26.1 | 41.9 | 30.5 | 47.6 | 5.2 | 28.08 | |
| LDAgentBase Model=DeepSeek-V3.22026.01 | 40.9 | 30.8 | 19.9 | 23 | 37.6 | 28.1 | 46.1 | 21 | 30.93 | |
| Mem0Base Model=GPT-4o2026.01 | 41 | 14.3 | 20.1 | 23.7 | 39.4 | 23.9 | 44.4 | 9.8 | 27.08 | |
| LDAgentBase Model=GPT-4o2026.01 | 41.8 | 17.2 | 19.1 | 23.2 | 41.4 | 30.9 | 46.6 | 8.2 | 28.55 | |
| MemUBase Model=GPT-4o2026.01 | 41.9 | 14.7 | 18 | 25.3 | 45.3 | 30.3 | 50.7 | 8.4 | 29.33 | |
| MemUBase Model=GPT-4o-mini2026.01 | 42.2 | 16.6 | 19.6 | 18 | 51.6 | 29.2 | 43.3 | 7.2 | 28.46 | |
| LDAgentBase Model=GPT-4o-mini2026.01 | 44.2 | 20.3 | 17.9 | 16.9 | 48.5 | 27.6 | 42.2 | 6.8 | 28.05 | |
| AmemBase Model=GPT-4o-mini2026.01 | 44.9 | 19.4 | 19.1 | 19.3 | 50.3 | 30.4 | 44.5 | 9.4 | 29.66 |