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Spatial-Temporal Reasoning and Trajectory Analysis on STB24 (test)
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100
Direction Detection Accuracy
STAR
13.68
36.09
58.5
80.91
May 11, 2026
Direction Detection Accuracy
Trajectory Region Accuracy
Trajectory Anomaly Detection
Point Region Accuracy
Flow Mean Absolute Error (MAE)
Trajectory Prediction Error (m)
Point-Trajectory Alignment Score
POI Category Accuracy
Administrative Region Accuracy
Navigation Success Rate
Urban Region Accuracy
Updated 22d ago
Evaluation Results
Method
Method
Links
Direction Detection Accuracy
Trajectory Region Accuracy
Trajectory Anomaly Detection
Point Region Accuracy
Flow Mean Absolute Error (MAE)
Trajectory Prediction Error (m)
Point-Trajectory Alignment Score
POI Category Accuracy
Administrative Region Accuracy
Navigation Success Rate
Urban Region Accuracy
STAR
Backbone=Qwen3-8B, Par...
2026.05
100
81.7
67.4
92.4
36.3
112.6
100
90.4
89.1
62.5
47.6
GPT-4o
2026.05
54.3
11
60.2
91.9
43.2
-
-
95.9
96.6
75.5
60.3
Open-7B‡
Model Class=7B-class,...
2026.05
19.7
27.9
51
90.4
31.9
139.4
55.4
44.6
30.1
38.9
27
ChatGPT
2026.05
17
27.9
53.8
92.4
37.3
-
75.2
79.3
83.6
43.8
39.8
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