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cs.CL2025
Understanding the Effect of Knowledge Graph Extraction Error on Downstream Graph Analyses: A Case Study on Affiliation Graphs
Erica Cai, Brendan O'Connor
Knowledge graphs (KGs) are useful for analyzing social structures, community dynamics, institutional memberships, and other complex relationships across domains from sociology to p…
cs.CL2025
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets
Erica Cai, Sean McQuade, Kevin Young +1
When knowledge graphs (KGs) are automatically extracted from text, are they accurate enough for downstream analysis? Unfortunately, current annotated datasets can not be used to ev…