Connection Optimization

Social Context The social web is a vast, interconnected tapestry, where each thread represents a connection between two individuals. These connections are not merely digital lines, but rather the very fabric of our social lives. Through them, we share ideas, support each other, and forge bonds that enrich our human experience. The social web is not only a tool for communication, but a reflection of the profound interconnectedness that defines our existence....

Common Challenges Sparse data hinders training models for underrepresented connections. Furthermore, labeling connections manually incurs high costs. Innovative Solutions Connection hints augment training data by leveraging existing knowledge graphs. This approach alleviates data sparsity and reduces manual labeling efforts. Additionally, pre-trained models can be fine-tuned on specific domains to improve connection identification accuracy.