3 papers
physics.soc-ph2026
Multimodal Modular Chain of Thoughts in Energy Performance Certificate Assessment
Zhen Peng, Peter J. Bentley
Accurate evaluation of building energy performance remains challenging in regions where scalable Energy Performance Certificate (EPC) assessments are unavailable. This paper presen…
cs.AI2025
Situating AI Agents in their World: Aspective Agentic AI for Dynamic Partially Observable Information Systems
Peter J. Bentley, Soo Ling Lim, Fuyuki Ishikawa
Agentic LLM AI agents are often little more than autonomous chatbots: actors following scripts, often controlled by an unreliable director. This work introduces a bottom-up framewo…
cs.CV2025
CLEAR: Cue Learning using Evolution for Accurate Recognition Applied to Sustainability Data Extraction
Peter J. Bentley, Soo Ling Lim, Fuyuki Ishikawa
Large Language Model (LLM) image recognition is a powerful tool for extracting data from images, but accuracy depends on providing sufficient cues in the prompt - requiring a domai…