A question-answering system for aircraft pilots' documentation

November 26, 2020 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Alexandre Arnold, Gรฉrard Dupont, Fรฉlix Furger, Catherine Kobus, Franรงois Lancelot arXiv ID 2011.13284 Category cs.CL: Computation & Language Cross-listed cs.IR Citations 4 Venue arXiv.org Last Checked 5 months ago
Abstract
The aerospace industry relies on massive collections of complex and technical documents covering system descriptions, manuals or procedures. This paper presents a question answering (QA) system that would help aircraft pilots access information in this documentation by naturally interacting with the system and asking questions in natural language. After describing each module of the dialog system, we present a multi-task based approach for the QA module which enables performance improvement on a Flight Crew Operating Manual (FCOM) dataset. A method to combine scores from the retriever and the QA modules is also presented.
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