论文标题
飞机飞行员文件的提问系统
A question-answering system for aircraft pilots' documentation
论文作者
论文摘要
航空航天行业依赖于涵盖系统描述,手册或程序的复杂和技术文件的大量收集。本文提出了一个问答(QA)系统,该系统将通过自然与系统进行自然互动并以自然语言提出问题来帮助飞机飞行员访问本文档中的信息。在描述了对话框系统的每个模块之后,我们提出了QA模块的多任务方法,该方法可以改善飞行人员操作手册(FCOM)数据集。还提出了一种结合回猎犬和质量检查模块得分的方法。
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.