New AI Framework Automates Knowledge Graph Construction Without Predefined Schemas

Researchers introduced TRACE-KG, a multimodal framework that automatically builds knowledge graphs from complex documents while generating its own schema on the fly. The approach bridges ontology-driven and schema-free methods, producing more organized, traceable graphs from technical documents than existing pipelines.