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Knowledge Graph -- Deep Learning: A Case Study in Question Answering in Aviation Safety Domain. (arXiv:2205.15952v1 [cs.CL])
cs.CL updates on arXiv.org arxiv.org
In the commercial aviation domain, there are a large number of documents,
like, accident reports (NTSB, ASRS) and regulatory directives (ADs). There is a
need for a system to access these diverse repositories efficiently in order to
service needs in the aviation industry, like maintenance, compliance, and
safety. In this paper, we propose a Knowledge Graph (KG) guided Deep Learning
(DL) based Question Answering (QA) system for aviation safety. We construct a
Knowledge Graph from Aircraft Accident reports and contribute …
arxiv aviation case case study deep learning graph knowledge knowledge graph learning question answering safety study