Ride-hailing Dispatching on City A Overall
4.02GMVProfiLLM-DPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProfiLLM-DPOGroup=Ours2026.06 | 4.02 | 6.03 | |
| ProfiLLMGroup=Ours2026.06 | 3.52 | 7.1 | |
| Gemini-3-ProGroup=LLM2026.06 | 2.95 | 5.48 | |
| DeepSeek-R1Group=LLM2026.06 | 2.53 | 4.57 | |
| GPT-OSS-120BGroup=LLM2026.06 | 2.44 | 5.75 | |
| Qwen3-Next-80BGroup=LLM2026.06 | 2.41 | 2.54 | |
| Llama-3.3-70BGroup=LLM2026.06 | 2.34 | 2.76 | |
| TValGroup=Trad.2026.06 | 2.24 | 2.14 | |
| Kimi-K2Group=LLM2026.06 | 1.96 | 4.77 | |
| Gemini-3-FlashGroup=LLM2026.06 | 1.41 | 4.62 | |
| GRCGroup=Trad.2026.06 | 0.73 | 3.42 |