Automatic News Headline Generation and Topic Consistency Assessment Based on SimCSE and Knowledge Graph
A method that fuses SimCSE semantic constraints with knowledge graph entity associations, paying particular attention to key entities related to names of people, organizations, locations, and fields is proposed, effectively addressing the issues of insufficient semantic alignment and topic drift.