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eess.SP2025
Understanding the Mechanisms Behind Structural Influences on Link Prediction: A Case Study on FB15k-237
Xiaobo Jiang, Yadong Deng
FB15k-237 mitigates the data leakage issue by excluding inverse and symmetric relationship triples, however, this has led to substantial performance degradation and slow improvemen…
cs.SI2025
A Mechanistic Study on the Impact of Entity Degree Distribution in Open-World Link Prediction
Jiang Xiaobo, Yongru Chen
Open-world link prediction supports the knowledge representation and link prediction of new entities, enhancing the practical value of knowledge graphs in real-world applications.…