| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Map-based Language Modeling | MAPLM | Accuracy77.8 | 16 | |
| Multi-sensor Vision-Language Modeling | MAPLM | FRM Score58.6 | 15 | |
| Semantic Reasoning | MapLM v2 | Score78.55 | 15 | |
| Map-aware Reasoning | MAPLM | Score77.8 | 14 | |
| Autonomous Driving Perception | MAPLM | Precision74.52 | 12 | |
| Vision-Language Driving Reasoning | MAPLM | Performance72.24 | 5 |