Yuxiang Ji^1,2  Yong Wang^2†  Ziyu Ma²  Yiming Hu²  Hailang Huang² 
Xuecai Hu²  Guanhua Chen³  Liaoni Wu¹  Xiangxiang Chu^2 
1Xiamen University    ²AMAP, Alibaba Group    ³Southern University of Science and Technology
^†Project lead    

The illustration of a complete Thinking with Map process.

Comparison with open- and closed-source models.

@article{ji2026thinkingwithmap,
  title={Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization}, 
  author={Yuxiang Ji and Yong Wang and Ziyu Ma and Yiming Hu and Hailang Huang and Xuecai Hu and Guanhua Chen and Liaoni Wu and Xiangxiang Chu},
  journal={arXiv preprint arXiv:2601.05432},
  year={2026}
}