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MobilityBench contains between 10,000 and 100,000 anonymized mobility queries sourced from Amap for evaluating route-planning agents. Developed by GD-ML and released in early 2026, the dataset provides a structured task taxonomy and ground truth tool calls for real-world navigation scenarios.
This work is currently under review; the full dataset is being released progressively. Users should refer to the associated Arxiv paper (2602.22638) for methodology details.