Intelligent One-Gate System Based on Natural Language Processing for Enhancing Academic Information Services
An integrated transformer-based one-gate architecture that combines document routing, academic document summarization, and conversational assistance in a single service platform, offering practical value for reducing fragmented academic information services and methodological value as a reference model for higher education NLP implementation is developed.