Ride-hailing Dispatching on City C Noon
3.54GMVProfiLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProfiLLMGroup=Ours2026.06 | 3.54 | 5.24 | |
| ProfiLLM-DPOGroup=Ours2026.06 | 3.38 | 0.48 | |
| GPT-OSS-120BGroup=LLM2026.06 | 2.18 | 4.84 | |
| Qwen3-Next-80BGroup=LLM2026.06 | 2.04 | 4.12 | |
| Gemini-3-ProGroup=LLM2026.06 | 1.98 | 3.72 | |
| TValGroup=Trad.2026.06 | 1.92 | 1.34 | |
| Gemini-3-FlashGroup=LLM2026.06 | 1.82 | 4.48 | |
| GRCGroup=Trad.2026.06 | 1.78 | 0.08 | |
| DeepSeek-R1Group=LLM2026.06 | 1.58 | 3.94 | |
| Llama-3.3-70BGroup=LLM2026.06 | 1.34 | 3.42 | |
| Kimi-K2Group=LLM2026.06 | 1.12 | 3.68 |