Travel Planning on TravelPlanner 1000 tasks (test) benchmark leaderboard · SOTA2 Research

Travel Planning on TravelPlanner 1000 tasks (test)

94.72Commonsense Score (Micro)HiMAP-Travel

Evaluation Results

Method	Links
HiMAP-Travel2026.03		94.72	—	66.03	46.44	63.45	49.8
HiMAP-Travel2026.03		94.62	—	67	50.47	66.05	52.65
DeepTravel2026.03		93.28	—	60.62	45.66	60.12	43.98
AutoRefine2026.01		91.73	100	42.2	42.1	37.2	34.1
MTP2026.03		91.46	—	50	53.96	45.12	42.68
DeepTravel2026.03		90.62	—	53.85	39.5	52.33	34.92
AutoRefine2026.01		90.59	99.9	37.9	37.16	32.6	27.1
ATLAS2026.03		85.81	—	40.5	77.64	70.6	35
ReAct2026.01		75.26	99.2	16.5	49.04	39.1	10.4
PMC2026.01		73.89	100	15.59	45.19	33.56	12.12
ATLAS2026.01		73.89	100	15.59	45.19	33.56	12.12
ReAct2026.01		71.84	99.8	13.67	37.84	26.7	9.13
ReAct2026.01		67.01	98.89	10	33.71	20.42	6.11