Ride-hailing Dispatching on City B Overall
3.58GMVProfiLLM-DPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProfiLLM-DPOGroup=Ours2026.06 | 3.58 | 5.47 | |
| ProfiLLMGroup=Ours2026.06 | 3.14 | 6.52 | |
| Gemini-3-ProGroup=LLM2026.06 | 2.51 | 4.83 | |
| DeepSeek-R1Group=LLM2026.06 | 2.17 | 3.89 | |
| Qwen3-Next-80BGroup=LLM2026.06 | 2.08 | 2.12 | |
| GPT-OSS-120BGroup=LLM2026.06 | 2.06 | 5.12 | |
| Llama-3.3-70BGroup=LLM2026.06 | 1.92 | 2.31 | |
| TValGroup=Trad.2026.06 | 1.87 | 1.63 | |
| Kimi-K2Group=LLM2026.06 | 1.63 | 4.05 | |
| GRCGroup=Trad.2026.06 | 1.15 | 2.18 | |
| Gemini-3-FlashGroup=LLM2026.06 | 1.08 | 3.94 |