Long-horizon Decision Making on ALFWorld tool-use (test)
77.8Success RateReAct + FLARE
Evaluation results
| Method | Links | |
|---|---|---|
| ReAct + FLARELookahead=Tree, Value Prop.=Backward, Commit=Receding-horizon2026.01 | 77.8 | |
| RL Policy (Think)Lookahead=Partial, Value Prop.=Partial, Commit=Full2026.01 | 77.4 | |
| ReAct + MCTSLookahead=Tree, Value Prop.=Backward, Commit=Full2026.01 | 73.5 | |
| RL Policy (Greedy)Lookahead=None, Value Prop.=None, Commit=Receding-horizon2026.01 | 69.4 | |
| ReAct + BeamLookahead=None, Value Prop.=None, Commit=Full2026.01 | 66.7 | |
| ReflexionLookahead=None, Value Prop.=None, Commit=Receding-horizon2026.01 | 64.2 | |
| ReActLookahead=None, Value Prop.=None, Commit=Receding-horizon2026.01 | 61.3 |