knowledge graph construction ↔ scalability

Relations (1)

related 2.00 — strongly supporting 3 facts

Scalability is identified as a primary challenge for knowledge graph construction due to the limitations of current Large Language Model approaches [1], the complexity of integrating heterogeneous data [2], and the reliance on manual intervention [3].

Facts (3)

Sources

Construction of Knowledge Graphs: State and Challenges - arXiv arxiv.org arXiv 2 facts

claimKnowledge graph construction pipelines often require manual intervention at different steps, which limits scalability to large data volumes and increases the time required for updating a knowledge graph.

claimKnowledge graph construction pipelines face significant challenges, including the need for scalability, the integration of heterogeneous data sources, and the tracking of data provenance.

LLM-empowered knowledge graph construction: A survey - arXiv arxiv.org arXiv 1 fact

claimDespite progress in using Large Language Models for Knowledge Graph construction, significant challenges remain in the areas of scalability, reliability, and continual adaptation.