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Travel planning on ChinaTravel (Human)
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96.73
Delivery Rate
Behavior Forest
32.8844
49.4597
66.035
82.6103
Apr 23, 2026
Delivery Rate
Commonsense Pass Rate (Micro)
Commonsense Pass Rate (Macro)
Hard Pass Rate (Micro)
Hard Pass Rate (Macro)
Final Pass Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Delivery Rate
Commonsense Pass Rate (Micro)
Commonsense Pass Rate (Macro)
Hard Pass Rate (Micro)
Hard Pass Rate (Macro)
Final Pass Rate
Behavior Forest
2026.04
96.73
90.62
79.97
93.83
68.84
68.84
LLM-Modulo
reproduced=true
2026.04
68.83
90.58
1.3
76.42
45.45
1.3
NeSy Planning
reproduced=true
2026.04
62.99
62.91
61.04
54.3
41.56
41.56
ReAct
reproduced=true
2026.04
42.21
33.15
0
48.91
36.36
0
Act
reproduced=true
2026.04
35.34
16.8
0
35.74
25.81
0
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