Traffic flow prediction on LargeST 45 min horizon
37.89RMSE (45 min)Domain-Adapted LLM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Domain-Adapted LLMnumber of parameters=1.5B2026.04 | 37.89 | 26.75 | 95.5 | 18.26 | |
| GRU2026.04 | 44.2 | 29.29 | 91 | 15.73 | |
| STGCN2026.04 | 45.67 | 34.06 | 90 | 22.3 | |
| FC-LSTM2026.04 | 46.54 | 30.57 | 93 | 25.91 | |
| Centralized Qwennumber of parameters=1.5B2026.04 | 47.06 | 35.29 | 75 | 30.27 | |
| ASTGNN2026.04 | 64.03 | 44.01 | 86.5 | 26.96 | |
| DCRNN2026.04 | 65.89 | 50.21 | 86.3 | 48.73 | |
| AGCRN2026.04 | 113.87 | 74.06 | 57.1 | 22.92 |