Ride-hailing Dispatching on City A Evening
3.19GMVProfiLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProfiLLMGroup=Ours2026.06 | 3.19 | 6.97 | |
| ProfiLLM-DPOGroup=Ours2026.06 | 2.82 | 9.94 | |
| Qwen3-Next-80BGroup=LLM2026.06 | 2.8 | 6.29 | |
| DeepSeek-R1Group=LLM2026.06 | 2.6 | 7.61 | |
| Kimi-K2Group=LLM2026.06 | 2.43 | 8.15 | |
| GRCGroup=Trad.2026.06 | 2.36 | 3.97 | |
| Llama-3.3-70BGroup=LLM2026.06 | 2.21 | 7.12 | |
| TValGroup=Trad.2026.06 | 2.06 | 1.41 | |
| Gemini-3-ProGroup=LLM2026.06 | 1.62 | 5.93 | |
| Gemini-3-FlashGroup=LLM2026.06 | 0.26 | 5.63 | |
| GPT-OSS-120BGroup=LLM2026.06 | 0.05 | 6.96 |