Traffic Reasoning on CrossPlatform-Android
1JSON ValidityZero-shot LLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Zero-shot LLMtuning=none, input=features directly to LLM2026.04 | 1 | 0 | 0 | 0 | 0.8405 | |
| Vanillaencoder=frozen, auxiliary_constraints=none2026.04 | 1 | 0.2107 | 0.8661 | 0.1283 | 0.8542 | |
| mmTraffic2026.04 | 1 | 0.5482 | 0.906 | 0.5605 | 0.9299 |