Text-based agent interaction on TextWorld Quest
88AccuracyAgent-BRACE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Agent-BRACEBackbone=Qwen3-4B-Instruct, Independent runs=32026.05 | 88 | 30.8 | |
| PABUBackbone=Qwen3-4B-Instruct, Independent runs=32026.05 | 83 | 26.4 | |
| ReAct (RL)Backbone=Qwen3-4B-Instruct, Independent runs=32026.05 | 75.5 | 18.3 | |
| Direct-Action (RL)Backbone=Qwen3-4B-Instruct, Independent runs=32026.05 | 74 | 29.8 | |
| Base ModelBackbone=Qwen3-4B-Instruct, Independent runs=32026.05 | 61.5 | 32.2 | |
| ReActBackbone=Qwen3-4B-Instruct, Independent runs=32026.05 | 61 | 12.8 |