AI RESEARCH
SocraticKG: Knowledge Graph Construction via QA-Driven Fact Extraction
arXiv CS.CL
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ArXi:2601.10003v2 Announce Type: replace Constructing Knowledge Graphs (KGs) from unstructured text provides a structured framework for knowledge representation and reasoning, yet current LLM-based approaches struggle with a fundamental trade-off: factual coverage often leads to relational fragmentation, while premature consolidation causes information loss. To address this, we propose SocraticKG, an automated KG construction method that