TransitLM: A Large-Scale Dataset and Benchmark for Map-Free Transit Route Generation

In three linesTransitLM: 13M+ transit route records from 4 Chinese cities (120k stations, 13.6k lines) for training LLMs to generate routes without map infrastructure. Models learn to ground GPS coordinates to stations and produce structurally valid routes without explicit mapping.

Summary generated by Claude — human-verified