AIBullisharXiv – CS AI · 15h ago6/10
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Traceable Knowledge Graph Reasoning Enables LLM-Assisted Decision Support for Industrial VOCs in the Steel Industry
Researchers developed Chat-ISV, an LLM-enhanced knowledge graph system that organizes fragmented steel industry VOCs literature into a queryable database with 27,180 nodes and 81,779 semantic edges. The system achieved 96.93% precision in answering specialized industrial questions, demonstrating a scalable approach to deploying reliable LLMs in domain-specific applications where hallucination risks are high.