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Evaluation of conversational agents for aerospace domain

  • Ying Hsang Liu
  • , Alexandre Arnold
  • , Gérard Dupont
  • , Catherine Kobus
  • , François Lancelot
    • AIRBUS AI Research

    Publikation: Bidrag til tidsskrift › Konferenceartikel › Forskning › peer review

    116 Downloads (Pure)

    Abstract

    The use of conversational agents within the aerospace industry offers quick and concise answers to complex situations. The aerospace domain is characterized by products and systems that are built over decades of engineering to reach high levels of performance within complex environments. Current development in conversational agents can leverage the latest retrieval and language model to refine the system's question-answering capabilities. However, evaluating the added-value of such a system in the context of industrial applications such as pilots in a cockpit is complex. This paper describes how a conversational agent is implemented and evaluated, with particular references to how state-of-the-art technologies can be adapted to the domain specificity. Preliminary findings of a controlled user experiment suggest that user perception of the usefulness of the system in completing the search task and the system's responses to the relevance of the topic are good predictors of user search performance. User satisfaction with the system's responses may not be a good predictor of user search performance.

    OriginalsprogEngelsk
    TidsskriftCEUR Workshop Proceedings
    Vol/bind2621
    Antal sider9
    ISSN1613-0073
    StatusUdgivet - 2020
    Begivenhed1st Joint Conference of the Information Retrieval Communities in Europe, CIRCLE 2020 - Samatan, Gers, Frankrig
    Varighed: 6. jul. 2020 → 9. jul. 2020

    Konference

    Konference1st Joint Conference of the Information Retrieval Communities in Europe, CIRCLE 2020
    Land/OmrådeFrankrig
    BySamatan, Gers
    Periode06/07/2020 → 09/07/2020

    Finansiering

    This study was funded by Airbus Central Research & Technology with the support from the Aeronautical Computer Interaction Lab (ACHIL), from the Ecole Nationale de l'Aviation Civile (ENAC) and in particular the following researchers assistance for the experimentation: Alexandre DUCHEVET, G?raud GRANGER, Jean-Paul IMBERT, Nadine MATTON and Yves ROUILLARD.

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