Manhattan Taxi Ride Modeling on Manhattan taxi trajectory shortest-paths
100Valid TrajectoriesTrue world model
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| True world model2026.04 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | |
| LSE-8TPPrediction Tokens=8, Constraint=LSE2026.04 | 99.8 | 96.7 | 85.1 | 14.3 | 28.5 | 20.1 | 73.3 | |
| 4TPPrediction Tokens=42026.04 | 99.7 | 96.4 | 72.2 | 11.9 | 29.8 | 19.5 | 70.8 | |
| LSE-4TPPrediction Tokens=4, Constraint=LSE2026.04 | 99.7 | 94.3 | 79.1 | 13.5 | 32.7 | 21.3 | 72.7 | |
| 8TPPrediction Tokens=82026.04 | 99.5 | 96.4 | 82 | 11.4 | 29.3 | 18.2 | 71.6 | |
| 1TP (baseline)Prediction Tokens=12026.04 | 99.3 | 92.6 | 69.3 | 10.8 | 35.7 | 21 | 69.2 |