Position: Benchmarks for Vision–Language Models in Urban Perception Should Be Reliability-Aware and Negotiated
Vision–language models (VLMs) are increasingly used to generate structured descriptions of street-level imagery for tasks such as streetscape auditing, mapping, and public consultation. These uses combine observable attributes with appraisal categories, and the human targets are often distributions …