Traffic Reasoning on USTC-TFC 2016
100JSON Validity (%)Zero-shot LLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Zero-shot LLMtuning=none, input=features directly to LLM2026.04 | 100 | 13.86 | 83.77 | 13.65 | 85.36 | |
| Vanillaencoder=frozen, auxiliary_constraints=none2026.04 | 100 | 63.83 | 92.72 | 54.47 | 91.63 | |
| mmTraffic2026.04 | 100 | 88.53 | 97.69 | 77.14 | 95.27 |