Lightweight multimodal LLM-empowered dual-agent collaboration for reliable defect detection and maintenance recommendation in tunnel infrastructure. - Gang Yu; Ruibin Ju; Vijayan Sugumaran; Haizhu Liu (Reliab. Eng. Syst. Saf., 2026)