Flat-Pack Bench Tests Fine-Grained Step-Level Video Understanding in LVLMs

Flat-Pack Bench uses furniture assembly videos to evaluate step-by-step spatio-temporal reasoning in large vision-language models, targeting a gap in existing benchmarks that focus on coarse action classification and captioning. The benchmark requires models to track procedural state across visually similar steps.