With the explosive growth of digital information, multi-source heterogeneous data has become an important resource. As an effective knowledge management tool, knowledge graph plays an increasingly important role in organization, search and recommendation systems. However, building high-quality knowledge graphs from diverse data sources faces major challenges, including data heterogeneity, pattern mismatch, semantic inconsistencies, and so on.