TransitLM - Connectivity: leaderboard

Metric: Connectivity (%): share of the 1,000 requests whose predicted station sequence has every consecutive pair adjacent on a shared line or linked by a valid transfer, TransitLM Optimal Route Generation, 1,000 test requests across Beijing, Shanghai, Shenzhen and Chengdu given origin and destination names with GPS coordinates and no map or routing engine; general LLMs answer in a lenient format (boarding and alighting station per leg); higher is better. Source: arxiv.org. Saturation forecast: Around April 2027. 6 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)75.5
2DeepSeek V4 Pro64.9
3Seed 2.0 Pro61.6
4GPT-5.4 Pro (xHigh)60.5
5Claude Opus 4.648.1
6Qwen 3.6 Plus45

Interactive version: theaggregate.ai/benchmark?slug=transitlm-connectivity · How It Works · Data refreshed daily, snapshot 2026-10-07.