Multi-turn agent interaction on ALFWorld IID
43.57Success Rate (SR)Zero-shot
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Zero-shotParams=30B-A3B2026.06 | 43.57 | 22.46 | |
| Guided-OPDParams=4B2026.06 | 37.14 | 22.76 | |
| Guided-OPDParams=1.7B2026.06 | 32.86 | 23.34 | |
| TCODParams=4B2026.06 | 32.86 | 23.18 | |
| Vanilla OPDParams=4B2026.06 | 31.43 | 23.36 | |
| AdaSwitchParams=4B2026.06 | 29.29 | 23.59 | |
| Zero-shotParams=4B2026.06 | 28.57 | 24.25 | |
| TCODParams=1.7B2026.06 | 27.86 | 23.87 | |
| Guided-OPDParams=0.6B2026.06 | 27.14 | 24.5 | |
| AdaSwitchParams=1.7B2026.06 | 25.71 | 24.83 | |
| AdaSwitchParams=0.6B2026.06 | 25.11 | 24.93 | |
| TCODParams=0.6B2026.06 | 24.29 | 25.32 | |
| Vanilla OPDParams=1.7B2026.06 | 23.57 | 25.45 | |
| Vanilla OPDParams=0.6B2026.06 | 19.29 | 26.24 | |
| Zero-shotParams=1.7B2026.06 | 8.1 | 28.35 | |
| Zero-shotParams=0.6B2026.06 | 0.24 | 30 |