Abstract: Highlights•A dynamic KMS that records and retrieves similar naval failures.•NAVMAT keeps experts in the loop by distilling prior domain knowledge.•A low-resource environment with dynamic, multilingual, jargon-filled data.•NAVMAT solves ambiguities found in the linguistics of naval industry and academia.
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