Multi-Agent Systems Routing Defense on MMLU
70.5AccuracyANTAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ANTAPEncoder=e5-base-v2, λ=1, ε=1, Calibration size=full2026.06 | 70.5 | 0 | 8.8 | |
| ANTAPλ=102026.06 | 70.5 | 0 | — | |
| ANTAPλ=1002026.06 | 70.5 | 0 | — | |
| ANTAPε=0.0012026.06 | 70.3 | 0 | — | |
| ANTAPε=0.012026.06 | 70.3 | 0 | — | |
| ANTAPε=0.12026.06 | 70.3 | 0 | — | |
| ANTAPCalibration size=100%2026.06 | 70.3 | 0 | — | |
| ANTAPEncoder=bge-large-en-v1.52026.06 | 69.7 | 0 | — | |
| ANTAPλ=0.12026.06 | 69.4 | 0.07 | — | |
| ANTAPλ=0.012026.06 | 69.3 | 0.07 | — | |
| ANTAPλ=0.0012026.06 | 69.1 | 0.07 | — | |
| ANTAPEncoder=all-mpnet-base-v22026.06 | 67.1 | 1.13 | — | |
| ANTAPEncoder=MiniLM-L6-v22026.06 | 65.9 | 0.93 | — | |
| ANTAPCalibration size=10%2026.06 | 60.7 | 0 | — | |
| ANTAPCalibration size=25%2026.06 | 60.7 | 0.42 | — | |
| ANTAPCalibration size=50%2026.06 | 59.8 | 2.09 | — |