Action, Multi-action, and Trajectory level performance evaluation on MMTB (main)
58.1Overall Performance (All)EDV
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| EDVBackbone Model=(Ensemble)2026.06 | 58.1 | 60.94 | 84.38 | 46.09 | 51.59 | 37.5 | 29.76 | 39.83 | 50.42 | |
| RouterBackbone Model=(Ensemble)2026.06 | 55.96 | 59.38 | 79.69 | 44.14 | 48.41 | 18.75 | 29.76 | 35.3 | 59.3 | |
| JudgeBackbone Model=(Ensemble)2026.06 | 54.79 | 57.81 | 75.78 | 43.75 | 50.96 | 25 | 25 | 38.17 | 53.1 | |
| ReasoningBank (RB)Backbone Model=Minimax-M2.12026.06 | 53.67 | 56.47 | 83.98 | 39.84 | 42.04 | 25 | 20.73 | 32.22 | 40.03 | |
| ReasoningBank (RB)Backbone Model=GLM-4.7-FP82026.06 | 52.61 | 55.2 | 75 | 41.02 | 47.1 | 18.75 | 27.71 | 38.24 | 47.22 | |
| No Memory (NM)Backbone Model=GLM-4.7-FP82026.06 | 52.34 | 54.3 | 74.22 | 39.45 | 48.41 | 25 | 25 | 40.66 | 47.07 | |
| No Memory (NM)Backbone Model=Minimax-M2.12026.06 | 51.56 | 56.64 | 83.2 | 36.72 | 42.04 | 12.5 | 9.52 | 29.05 | 29.31 | |
| ReasoningBank (RB)Backbone Model=Mimo-V2-Flash2026.06 | 49.22 | 57.03 | 68.9 | 36.33 | 41.29 | 31.25 | 22.62 | 9.62 | 51.09 | |
| No Memory (NM)Backbone Model=Mimo-V2-Flash2026.06 | 46.9 | 56.64 | 69.05 | 31.37 | 41.94 | 18.75 | 11.9 | 14.22 | 41.21 |