Short-term Traffic Simulation on WOSAC 2025 (test)
0.7846Composite ScoreCAT-K
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CAT-KLLM Util.=-, Agent Insertion=false2026.06 | 0.7846 | 0.4931 | 0.8106 | 0.9177 | 1.3065 | |
| RosettaSimLLM Util.=Qwen2.5-0.5B [71], Agent Insertion=true2026.06 | 0.7833 | 0.4905 | 0.8105 | 0.9167 | 1.3417 | |
| UniMMLLM Util.=-, Agent Insertion=false2026.06 | 0.7829 | 0.4914 | 0.8089 | 0.9161 | 1.2949 | |
| SimFormerLLM Util.=-, Agent Insertion=false2026.06 | 0.782 | 0.492 | 0.806 | 0.9167 | 1.3221 | |
| SMARTLLM Util.=-, Agent Insertion=false2026.06 | 0.7814 | 0.4854 | 0.8089 | 0.9153 | 1.3931 | |
| LLM2ADLLM Util.=Arch. Inspired, Agent Insertion=false2026.06 | 0.7779 | 0.4846 | 0.8048 | 0.9109 | 1.2827 | |
| SceneStreamerLLM Util.=Arch. Inspired, Agent Insertion=true2026.06 | 0.7731 | 0.4492 | 0.8084 | 0.9127 | 1.4252 | |
| GUMP*LLM Util.=GPT-2 Medium [3], Agent Insertion=true2026.06 | 0.7431 | 0.478 | 0.7887 | 0.7404 | 1.6041 | |
| ProSim*LLM Util.=Llama2-7B [59], Agent Insertion=false2026.06 | 0.718 | 0.401 | 0.778 | 0.8854 | — |