Language Understanding on MMLU (Accuracy and Improvement Tracking)
81.31AccuracyBaseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineTopology=Tree2025.11 | 81.31 | — | |
| BaselineTopology=Complete2025.11 | 80.1 | — | |
| MAS-ShieldTopology=Tree2025.11 | 78.45 | 16.78 | |
| MAS-ShieldTopology=Complete2025.11 | 78.36 | 15.03 | |
| BaselineTopology=Chain2025.11 | 77.14 | — | |
| BaselineTopology=Star2025.11 | 76.67 | — | |
| MAS-ShieldTopology=Chain2025.11 | 74.27 | 11.96 | |
| MAS-ShieldTopology=Star2025.11 | 73.07 | 15.76 | |
| BaselineTopology=Circle2025.11 | 72.51 | — | |
| MAS-ShieldTopology=Circle2025.11 | 70.38 | 12.86 | |
| AttackTopology=Complete2025.11 | 63.33 | — | |
| AttackTopology=Chain2025.11 | 62.31 | — | |
| AttackTopology=Tree2025.11 | 61.67 | — | |
| AttackTopology=Circle2025.11 | 57.52 | — | |
| AttackTopology=Star2025.11 | 57.31 | — |