Traffic Reasoning on CrossPlatform iOS
100JSON ValidityZero-shot LLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Zero-shot LLMtuning=none, input=features directly to LLM2026.04 | 100 | 19.62 | 85.09 | 12.68 | 85.03 | |
| Vanillaencoder=frozen, auxiliary_constraints=none2026.04 | 100 | 22.18 | 85.91 | 12.55 | 85.35 | |
| mmTraffic2026.04 | 100 | 68.8 | 93.87 | 59.72 | 92.83 |