Traffic flow prediction on LargeST 15 min horizon
24.76RMSEDomain-Adapted LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Domain-Adapted LLMnumber of parameters=1.5B2026.04 | 24.76 | 17.08 | 98.1 | 10.57 | |
| Centralized Qwennumber of parameters=1.5B2026.04 | 29.06 | 20.18 | 90.5 | 20.8 | |
| STGCN2026.04 | 35.2 | 26.51 | 93 | 18.59 | |
| FC-LSTM2026.04 | 38.48 | 25.82 | 95 | 24.82 | |
| GRU2026.04 | 42.14 | 27.59 | 91 | 14.99 | |
| ASTGNN2026.04 | 43.87 | 32.95 | 93.7 | 22.31 | |
| DCRNN2026.04 | 58.02 | 42.99 | 89.3 | 35.97 | |
| AGCRN2026.04 | 113.44 | 75.85 | 57.4 | 25.58 |