OAK -- Onboarding with Actionable Knowledge
OAK -- Onboarding with Actionable Knowledge
The loss of knowledge when skilled operators leave poses a critical issue for companies. This know-how is diverse and unstructured. We propose a novel method that combines knowledge graph embeddings and multi-modal interfaces to collect and retrieve expertise, making it actionable. Our approach supports decision-making on the shop floor. Additionally, we leverage LLMs to improve query understanding and provide adapted answers. As application case studies, we developed a proof-of-concept for quality control in high precision manufacturing.
Steve Devènes、Marine Capallera、Robin Cherix、Elena Mugellini、Omar Abou Khaled、Francesco Carrino
计算技术、计算机技术
Steve Devènes,Marine Capallera,Robin Cherix,Elena Mugellini,Omar Abou Khaled,Francesco Carrino.OAK -- Onboarding with Actionable Knowledge[EB/OL].(2025-06-25)[2025-07-19].https://arxiv.org/abs/2507.02914.点此复制
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