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Importantly, efficiency of automated explanations may be undermined if the end user does not have sufficient domain knowledge or lacks information about the data used for training. To address the issue of effective explanation communication, we propose a novel information-seeking explanatory dialogue game following the most recent requirements to automatically generated explanations. Further, we generalise our dialogue model in form of an explanatory dialogue grammar which makes it applicable to interpretable rule-based classifiers that are enhanced with the capability to provide textual explanations. Finally, we carry out an exploratory user study to validate the corresponding dialogue protocol and analyse the experimental results using insights from process mining and argument analytics. A high number of requests for alternative explanations testifies the need for ensuring diversity in the context of automated explanations.<\/jats:p>","DOI":"10.3233\/aac-220011","type":"journal-article","created":{"date-parts":[[2023,5,23]],"date-time":"2023-05-23T12:11:21Z","timestamp":1684843881000},"page":"49-107","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Information-seeking dialogue for explainable artificial intelligence: Modelling and analytics"],"prefix":"10.1177","volume":"15","author":[{"given":"Ilia","family":"Stepin","sequence":"first","affiliation":[{"name":"Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, R\u00faa de Jenaro de la Fuente Dom\u00ednguez s\/n, 15782 Santiago de Compostela, A Coru\u00f1a, Spain"},{"name":"Departamento de Electr\u00f3nica e Computaci\u00f3n, Universidade de Santiago de Compostela, R\u00faa Lope G\u00f3mez de Marzoa, s\/n, 15782 Santiago de Compostela, A Coru\u00f1a, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Katarzyna","family":"Budzynska","sequence":"additional","affiliation":[{"name":"Laboratory of The New Ethos, Warsaw University of Technology, plac Politechniki 1, 00-661, Warsaw, Poland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alejandro","family":"Catala","sequence":"additional","affiliation":[{"name":"Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, R\u00faa de Jenaro de la Fuente Dom\u00ednguez s\/n, 15782 Santiago de Compostela, A Coru\u00f1a, Spain"},{"name":"Departamento de Electr\u00f3nica e Computaci\u00f3n, Universidade de Santiago de Compostela, R\u00faa Lope G\u00f3mez de Marzoa, s\/n, 15782 Santiago de Compostela, A Coru\u00f1a, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mart\u00edn","family":"Pereira-Fari\u00f1a","sequence":"additional","affiliation":[{"name":"Departamento de Filosof\u00eda e Antropolox\u00eda, Universidade de Santiago de Compostela, Plaza de Mazarelos s\/n, 15705 Santiago de Compostela, A Coru\u00f1a, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jose M.","family":"Alonso-Moral","sequence":"additional","affiliation":[{"name":"Centro Singular de Investigaci\u00f3n en Tecnolox\u00edas Intelixentes (CiTIUS), Universidade de Santiago de Compostela, R\u00faa de Jenaro de la Fuente Dom\u00ednguez s\/n, 15782 Santiago de Compostela, A Coru\u00f1a, Spain"},{"name":"Departamento de Electr\u00f3nica e Computaci\u00f3n, Universidade de Santiago de Compostela, R\u00faa Lope G\u00f3mez de Marzoa, s\/n, 15782 Santiago de Compostela, A Coru\u00f1a, 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1965."},{"key":"ref032","doi-asserted-by":"publisher","DOI":"10.1515\/9783111332062-004"},{"key":"ref033","doi-asserted-by":"publisher","DOI":"10.4230\/LIPIcs.SNAPL.2017.6"},{"key":"ref034","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2017.08.002"},{"key":"ref035","unstructured":"A.H.\u00a0Karimi, G.\u00a0Barthe, B.\u00a0Balle and I.\u00a0Valera, Model-agnostic counterfactual explanations for consequential decisions, in: International Conference on Artificial Intelligence and Statistics, PMLR, 2020, pp.\u00a0895\u2013905."},{"key":"ref036","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2009.02.002"},{"key":"ref037","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2021\/609"},{"key":"ref038","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2013-627"},{"key":"ref039","doi-asserted-by":"publisher","DOI":"10.1504\/IJCAT.2009.024082"},{"key":"ref040","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N19-1058"},{"key":"ref041","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-65965-3_30"},{"key":"ref042","doi-asserted-by":"publisher","DOI":"10.5555\/2772879.2773275"},{"key":"ref043","doi-asserted-by":"publisher","DOI":"10.1145\/3007210"},{"key":"ref044","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-98197-0_13"},{"key":"ref045","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2018.07.007"},{"key":"ref046","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-98197-0_6"},{"key":"ref047","unstructured":"C.\u00a0Molnar, in: Interpretable Machine Learning. A Guide for Making Black Box Models Explainable, 2nd edn, Leanpub, 2022, https:\/\/christophm.github.io\/interpretable-ml-book."},{"key":"ref048","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-91702-9_2"},{"key":"ref049","doi-asserted-by":"publisher","DOI":"10.1145\/3351095.3372850"},{"key":"ref050","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-021-11186-3"},{"key":"ref051","unstructured":"Official Journal of the European Union L119, Directive (EU) 2016\/680 of the European Parliament and of the Council of 27 April 2016 on the protection of natural persons with regard to the processing of personal data by competent authorities for the purposes of the prevention, investigation, detection or prosecution of criminal offences or the execution of criminal penalties, and on the free movement of such data, and repealing Council Framework Decision 2008\/977\/JHA, Vol.\u00a059, 2016, pp.\u00a089\u2013131, 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Technology"},{"key":"ref081","unstructured":"D.\u00a0Walton, Dialogical models of explanation, in: Proceedings of the Conference on Explanation-Aware Computing (ExaCt) Workshop, 2007, pp.\u00a01\u20139."},{"key":"ref082","unstructured":"D.\u00a0Walton and E.C.\u00a0Krabbe, Commitment in Dialogue: Basic Concepts of Interpersonal Reasoning, SUNY Press, 1995."},{"key":"ref083","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300831"},{"key":"ref084","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.conll-1.1"},{"key":"ref085","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.acl-long.523"},{"key":"ref086","doi-asserted-by":"publisher","DOI":"10.3109\/14639238309016081"},{"key":"ref087","unstructured":"D.\u00a0Zhang, S.\u00a0Mishra, E.\u00a0Brynjolfsson, J.\u00a0Etchemendy, D.\u00a0Ganguli, B.\u00a0Grosz, T.\u00a0Lyons, J.\u00a0Manyika, J.C.\u00a0Niebles, M.\u00a0Sellitto et al., The AI Index 2022 Annual Report, AI Index Steering Committee, Stanford Institute for 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