Fault Types Classification on Dataset B
85Micro PrecisionTAMO
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TAMO2026.05 | 85 | 87.5 | 53.13 | 56.82 | 65.39 | 68.9 | |
| TopoEvo2026.05 | 84.2 | 86.85 | 80.3 | 80.24 | 82.2 | 83.41 | |
| mABC+STARModel=GPT-52026.05 | 74.2 | 71.2 | 79.1 | 75.6 | 76.57 | 73.33 | |
| mABC+STARModel=Qwen3-max2026.05 | 73.7 | 70.6 | 78.4 | 76.4 | 75.98 | 73.39 | |
| mABC+STARModel=Gemini-2.5pro2026.05 | 72.4 | 69.5 | 77.2 | 73.9 | 74.72 | 71.63 | |
| RCAgent+STARModel=GPT-52026.05 | 67.4 | 64.5 | 72.3 | 68.9 | 69.76 | 66.63 | |
| RCAgent+STARModel=Qwen3-max2026.05 | 66.8 | 64.1 | 71.5 | 69.1 | 69.07 | 66.52 | |
| RCAgent+STARModel=Gemini-2.5pro2026.05 | 65.5 | 62.8 | 70.1 | 67.2 | 67.72 | 64.93 | |
| mABCModel=GPT-52026.05 | 54.2 | 51.5 | 58.9 | 55.4 | 56.45 | 53.38 | |
| mABCModel=Qwen3-max2026.05 | 53.9 | 51.1 | 57.7 | 54.4 | 55.74 | 52.7 | |
| mABCModel=Gemini-2.5pro2026.05 | 52.7 | 50.3 | 57.1 | 54.4 | 54.81 | 52.27 | |
| HolisticRCA2026.05 | 50 | 59.36 | 80.56 | 80.56 | 61.7 | 68.35 | |
| Eadro2026.05 | 41.67 | 52.11 | 62.5 | 65.16 | 50 | 57.91 | |
| RCAgentModel=GPT-52026.05 | 40.6 | 37.8 | 45.9 | 42.6 | 43.09 | 40.06 | |
| RCAgentModel=Qwen3-max2026.05 | 40.3 | 37.4 | 44.7 | 41.6 | 42.39 | 39.39 | |
| RCAgentModel=Gemini-2.5pro2026.05 | 39.1 | 36.6 | 44.1 | 41.6 | 41.45 | 38.94 |