**MetroLLM-Bench: Evaluating Language Models as Transit Kiosk Runtimes** > We i

**MetroLLM-Bench: Evaluating Language Models as Transit Kiosk Runtimes**

> We introduce MetroLLM-Bench, a 955-case benchmark for testing language models as the policy layer of a transit kiosk. It covers six real metro systems, ranging from 37 to 414 stations, and eleven categories that include routing, fare calculation, disruptions, accessibility, and adversarial input. In each case, the model must call structured tools and submit a machine-renderable terminal state containing an outcome, a...

**来源信息**
- **来源**：HuggingFace Daily Papers（社区热门论文）
- **分类**：论文
- **发布时间**：2026-09-11 08:00（北京时间）
- **原文**：[打开原文](https://huggingface.co/papers/2609.10016)