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Plan Generation on 6 grid world domains Seen Appearances
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95.2
Success Rate (Frozenlake)
VLMFP
3.472
27.286
51.1
74.914
Oct 3, 2025
Success Rate (Frozenlake)
Success Rate (Maze)
Success Rate (Sokoban)
Success Rate (Package)
Success Rate (Printer)
Success Rate (Overcooked)
Average Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Success Rate (Frozenlake)
Success Rate (Maze)
Success Rate (Sokoban)
Success Rate (Package)
Success Rate (Printer)
Success Rate (Overcooked)
Average Success Rate
VLMFP
Planning Approach=VLMF...
2025.10
95.2
88.7
55.8
75.2
58.7
46.2
70
CodePDDL
Planning Approach=Code...
2025.10
88.1
87.5
0
0
7.2
1.1
30.7
CoT
Planning Approach=Chai...
2025.10
36
14
14
2
10
0
12.7
Direct
Planning Approach=Dire...
2025.10
30
10
15
5
11
0
11.8
CoT
Planning Approach=Chai...
2025.10
9
1
0
0
0
0
1.7
Direct
Planning Approach=Dire...
2025.10
7
1
0
0
0
0
1.3
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