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 # MobilityBench: A Benchmark for Evaluating Route-Planning Agents in Real-World Mobility Scenarios
-[Paper](https://arxiv.org/abs/2602.22638) | [GitHub](https://github.com/AMAP-ML/MobilityBench)
 **MobilityBench** is a scalable benchmark for evaluating route-planning agents in real-world mobility scenarios. It is built from large-scale, anonymized mobility queries from **Amap**, organized with a comprehensive task taxonomy, and provides **structured ground truth** (required tool calls + verifiable evidence). All tool calls are executed in a **deterministic replay sandbox** for reproducible, multi-dimensional evaluation.

 # MobilityBench: A Benchmark for Evaluating Route-Planning Agents in Real-World Mobility Scenarios
+[Paper](https://huggingface.co/papers/2602.22638) | [GitHub](https://github.com/AMAP-ML/MobilityBench)
 **MobilityBench** is a scalable benchmark for evaluating route-planning agents in real-world mobility scenarios. It is built from large-scale, anonymized mobility queries from **Amap**, organized with a comprehensive task taxonomy, and provides **structured ground truth** (required tool calls + verifiable evidence). All tool calls are executed in a **deterministic replay sandbox** for reproducible, multi-dimensional evaluation.