When mining documents from dozens of authors, surface lexical variations create node fragmentation. Robust C2G pipelines implement two-phase entity resolution: fast candidate blocking via phonetics/Jaro-Winkler, followed by dense semantic cosine checks and graph neighborhood agreement.