3 papers
cs.AI2026
DiagFlowBench: Evaluating How Language Models Handle Off-Procedure Inputs in Grounded Diagnostic Dialogue
Guillermo Gil de Avalle, Laura Maruster, Shaina Raza +1
Language models increasingly serve as advisory systems in maintenance operations. To prevent hallucination, established approaches ground these models in procedural documentation,…
cs.CV2026
FlowExtract: Procedural Knowledge Extraction from Maintenance Flowcharts
Guillermo Gil de Avalle, Laura Maruster, Eric Sloot +1
Maintenance procedures in manufacturing facilities are often documented as flowcharts in static PDFs or scanned images. They encode procedural knowledge essential for asset lifecyc…
cs.CV2026
Procedural Knowledge Extraction from Industrial Troubleshooting Guides Using Vision Language Models
Guillermo Gil de Avalle, Laura Maruster, Christos Emmanouilidis
Industrial troubleshooting guides encode diagnostic procedures in flowchart-like diagrams where spatial layout and technical language jointly convey meaning. To integrate this know…