Planning and self-evolution under curriculum setting on PlanCraft
72.5Success Rate (Easy)ExpeL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ExpeLBackbone LLM=GPT-4.1-mini, Temperature=0, Inference setting=Online, Trials per task=1, Curriculum setting=Yes2026.06 | 72.5 | 50 | 4.5 | 43.3 | |
| ProPlayBackbone LLM=GPT-4.1-mini, Temperature=0, Inference setting=Online, Trials per task=1, Curriculum setting=Yes2026.06 | 71.2 | 47.5 | 10.4 | 44.4 | |
| LATSBackbone LLM=GPT-4.1-mini, Temperature=0, Inference setting=Online, Trials per task=1, Curriculum setting=Yes2026.06 | 70 | 45 | 10.4 | 43.3 | |
| ReflexionBackbone LLM=GPT-4.1-mini, Temperature=0, Inference setting=Online, Trials per task=1, Curriculum setting=Yes2026.06 | 66.2 | 50 | 9 | 42.2 | |
| Wall-EBackbone LLM=GPT-4.1-mini, Temperature=0, Inference setting=Online, Trials per task=1, Curriculum setting=Yes2026.06 | 63.7 | 45 | 7.5 | 39.6 | |
| ReActBackbone LLM=GPT-4.1-mini, Temperature=0, Inference setting=Online, Trials per task=1, Curriculum setting=Yes2026.06 | 61.3 | 45 | 7.5 | 38.5 | |
| WorldCoderBackbone LLM=GPT-4.1-mini, Temperature=0, Inference setting=Online, Trials per task=1, Curriculum setting=Yes2026.06 | 61.3 | 42.5 | 7.5 | 38 |