Traffic Prediction on Trentino SMS IN
0.1373MAEU-STS-LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| U-STS-LLMSetting=Zero-shot2026.05 | 0.1373 | 0.461 | |
| U-STS-LLMmode=zero-shot2026.05 | 0.2019 | 0.5227 | |
| ConvLSTMSetting=Zero-shot2026.05 | 0.2774 | 0.7836 | |
| STGCNSetting=Zero-shot2026.05 | 0.371 | 0.7593 | |
| DLinearSetting=Zero-shot2026.05 | 0.4021 | 0.8724 | |
| ST-LLM+Setting=Zero-shot2026.05 | 0.4186 | 0.9812 | |
| SAITSSetting=Zero-shot2026.05 | 0.4413 | 1.0207 | |
| BRITSSetting=Zero-shot2026.05 | 0.4472 | 1.034 | |
| ConvLSTMmode=zero-shot2026.05 | 0.449 | 1.0213 | |
| ST-LLMmode=zero-shot2026.05 | 0.4607 | 1.0506 | |
| STGCNmode=zero-shot2026.05 | 0.5109 | 0.8951 | |
| DLinearmode=zero-shot2026.05 | 0.599 | 1.0691 | |
| LSTMmode=zero-shot2026.05 | 0.6063 | 1.1569 | |
| GPT4STSetting=Zero-shot2026.05 | 0.6438 | 1.0754 | |
| GATGPTmode=zero-shot2026.05 | 0.7211 | 1.2421 | |
| ST-LLMSetting=Zero-shot2026.05 | 0.7288 | 1.1293 | |
| ST-LLM+mode=zero-shot2026.05 | 1.0088 | 1.1937 | |
| LSTMSetting=Zero-shot2026.05 | 1.022 | 2.0773 | |
| TimesnetSetting=Zero-shot2026.05 | 1.0948 | 1.8965 | |
| GCNGPTSetting=Zero-shot2026.05 | 1.1986 | 1.9907 | |
| GATGPTSetting=Zero-shot2026.05 | 1.4733 | 2.517 | |
| GCNGPTmode=zero-shot2026.05 | 1.8258 | 2.4333 | |
| GPT4STmode=zero-shot2026.05 | 3.1559 | 4.3198 | |
| Timesnetmode=zero-shot2026.05 | 6.8256 | 11.8748 |