Planning on 10x10 Maze
57Validity RateL-ICL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| L-ICLNumber of training examples (m)=60, Input representation (ASCII grid)=false2026.01 | 57 | 27 | |
| L-ICLNumber of training examples (m)=60, Input representation (ASCII grid)=true2026.01 | 40 | 21 | |
| L-ICLNumber of training examples (m)=0, Input representation (ASCII grid)=true2026.01 | 20 | 16 | |
| RAG-ICLContext size (characters)=10k, Input representation (ASCII grid)=true2026.01 | 7 | 1 | |
| RAG-ICLContext size (characters)=20k, Input representation (ASCII grid)=true2026.01 | 7 | 4 | |
| L-ICLNumber of training examples (m)=0, Input representation (ASCII grid)=false2026.01 | 7 | 6 | |
| ReActPrompting strategy=ReAct (Prompt-Only), Input representation (ASCII grid)=true2026.01 | 6 | 5 | |
| ReActInference feedback=Oracle feedback, Input representation (ASCII grid)=true2026.01 | 6 | 5 | |
| Zero-ShotInput representation (ASCII grid)=true2026.01 | 3 | 0 | |
| Self-ConsistencyReasoning samples (k)=5, Input representation (ASCII grid)=true2026.01 | 3 | 3 | |
| Self-RefineReasoning samples (k)=5, Input representation (ASCII grid)=true2026.01 | 3 | 1 | |
| ToTPrompting strategy=ToT (Prompt-Only), Input representation (ASCII grid)=true2026.01 | 1 | 0 |