Next-location mobility prediction on YJMob100K (chronological evaluation)
33.14Accuracy@1AgentMob
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AgentMobBackbone=GPT-5.42026.06 | 33.14 | 46.55 | 4.29 | |
| TransformerBackbone=Transformer2026.06 | 33.12 | 46.12 | 4.81 | |
| AgentMoveBackbone=GPT-5.42026.06 | 33.09 | 46.51 | 4.46 | |
| AgentMobBackbone=GPT-4.1-mini2026.06 | 31.81 | 45.97 | 4.25 | |
| DeepMoveBackbone=DeepMove2026.06 | 31.52 | 44.86 | 4.86 | |
| AgentMobBackbone=Qwen3-8B2026.06 | 30.56 | 45.27 | 4.39 | |
| AgentMoveBackbone=Qwen3-8B2026.06 | 29.41 | 41.84 | 5.36 | |
| LLM Urban Res.Backbone=GPT-5.42026.06 | 29.36 | 42.91 | 4.62 | |
| TrajLLMBackbone=GPT-5.42026.06 | 29.35 | 43.2 | 4.68 | |
| AgentMoveBackbone=GPT-4.1-mini2026.06 | 29.25 | 41.33 | 4.77 | |
| TrajLLMBackbone=Qwen3-8B2026.06 | 28.12 | 42.23 | 5.16 | |
| LLM Urban Res.Backbone=GPT-4.1-mini2026.06 | 26.59 | 40.02 | 5.21 | |
| LLM-MobBackbone=GPT-5.42026.06 | 26.2 | 39.15 | 5.2 | |
| LLM Urban Res.Backbone=Qwen3-8B2026.06 | 25.89 | 39.51 | 5.9 | |
| TrajLLMBackbone=GPT-4.1-mini2026.06 | 24.25 | 37.21 | 11.57 | |
| LLM-MobBackbone=Qwen3-8B2026.06 | 23.57 | 36.5 | 5.84 | |
| LLM-MobBackbone=GPT-4.1-mini2026.06 | 21.38 | 35.42 | 5.98 |