Multimodal Modular Chain of Thoughts in Energy Performance Certificate Assessment

Researchers developed a Multimodal Modular Chain of Thoughts (MMCoT) framework using Vision-Language models to automate Energy Performance Certificate assessments from visual data. Testing on 81 UK residential properties showed significant improvements over traditional prompting methods, offering a cost-effective solution for energy efficiency evaluation in data-scarce regions.