{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T20:16:37Z","timestamp":1764792997734,"version":"3.40.3"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030232061"},{"type":"electronic","value":"9783030232078"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-23207-8_37","type":"book-chapter","created":{"date-parts":[[2019,6,20]],"date-time":"2019-06-20T18:17:34Z","timestamp":1561054654000},"page":"195-200","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Predicting Dialogue Breakdown in Conversational Pedagogical Agents with Multimodal LSTMs"],"prefix":"10.1007","author":[{"given":"Wookhee","family":"Min","sequence":"first","affiliation":[]},{"given":"Kyungjin","family":"Park","sequence":"additional","affiliation":[]},{"given":"Joseph","family":"Wiggins","sequence":"additional","affiliation":[]},{"given":"Bradford","family":"Mott","sequence":"additional","affiliation":[]},{"given":"Eric","family":"Wiebe","sequence":"additional","affiliation":[]},{"given":"Kristy Elizabeth","family":"Boyer","sequence":"additional","affiliation":[]},{"given":"James","family":"Lester","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,6,21]]},"reference":[{"key":"37_CR1","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1126\/science.aaa8685","volume":"349","author":"J Hirschberg","year":"2015","unstructured":"Hirschberg, J., Manning, C.D.: Advances in natural language processing. Science 349, 261\u2013266 (2015)","journal-title":"Science"},{"issue":"1","key":"37_CR2","doi-asserted-by":"publisher","first-page":"160","DOI":"10.1007\/s40593-015-0055-y","volume":"26","author":"Y Kim","year":"2016","unstructured":"Kim, Y., Baylor, A.L.: Research-based design of pedagogical agent roles: a review, progress, and recommendations. Int. J. Artif. Intell. Educ. 26(1), 160\u2013169 (2016)","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"37_CR3","first-page":"99","volume":"20","author":"S Tegos","year":"2017","unstructured":"Tegos, S., Demetriadis, S.: Conversational agents improve peer learning through building on prior knowledge. Educ. Technol. Soc. 20, 99\u2013111 (2017)","journal-title":"Educ. Technol. Soc."},{"key":"37_CR4","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1007\/s40593-015-0086-4","volume":"26","author":"AC Graesser","year":"2016","unstructured":"Graesser, A.C.: Conversations with AutoTutor help students learn. Int. J. Artif. Intell. Educ. 26, 124\u2013132 (2016)","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"37_CR5","doi-asserted-by":"crossref","unstructured":"Litman, D., et al.: Towards using conversations with spoken dialogue systems in the automated assessment of non-native speakers of English. In: Proceedings of the 17th Annual Meeting of the Special Interest Group on Discourse and Dialogue, pp. 270\u2013275 (2016)","DOI":"10.18653\/v1\/W16-3635"},{"issue":"3","key":"37_CR6","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1609\/aimag.v34i3.2485","volume":"34","author":"V Rus","year":"2013","unstructured":"Rus, V., Mello, S.D., Hu, X., Graesser, A.C.: Recent advances in conversational intelligent tutoring systems. AI Mag. 34(3), 42\u201354 (2013)","journal-title":"AI Mag."},{"issue":"4","key":"37_CR7","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1609\/aimag.v34i4.2488","volume":"34","author":"J Lester","year":"2013","unstructured":"Lester, J., Ha, E., Lee, S., Mott, B., Rowe, J., Sabourin, J.: Serious games get smart: intelligent game-based learning environments. AI Mag. 34(4), 31\u201345 (2013)","journal-title":"AI Mag."},{"issue":"1","key":"37_CR8","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1007\/s40593-015-0065-9","volume":"26","author":"WL Johnson","year":"2016","unstructured":"Johnson, W.L., Lester, J.C.: Face-to-face interaction with pedagogical agents, twenty years later. Int. J. Artif. Intell. Educ. 26(1), 25\u201336 (2016)","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"37_CR9","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1007\/978-3-319-61425-0_25","volume-title":"Artificial Intelligence in Education","author":"Lydia G Pezzullo","year":"2017","unstructured":"Pezzullo, Lydia G., et al.: \u201cThanks Alisha, keep in touch\u201d: gender effects and engagement with virtual learning companions. In: Andr\u00e9, E., Baker, R., Hu, X., Rodrigo, M.M.T., du Boulay, B. (eds.) AIED 2017. LNCS (LNAI), vol. 10331, pp. 299\u2013310. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-61425-0_25"},{"key":"37_CR10","unstructured":"Martinovsky, B., Traum, D.: The error is the clue: breakdown in human-machine interaction. In: Proceedings of the ISCA Workshop on Error Handling in Spoken Dialogue Systems, pp. 11\u201317 (2003)"},{"key":"37_CR11","unstructured":"Higashinaka, R., Funakoshi, K., Inaba, M., Tsunomori, Y., Takahashi, T., Kaji, N.: Overview of dialogue breakdown detection challenge 3. In: Proceedings of Dialog System Technology Challenge 6 (2017)"},{"key":"37_CR12","doi-asserted-by":"crossref","unstructured":"Higashinaka, R., Funakoshi, K., Araki, M.: Towards taxonomy of errors in chat-oriented dialogue systems. In: Proceedings of the 16th Annual Meeting of the Special Interest Group on Discourse and Dialogue, pp. 87\u201395 (2015)","DOI":"10.18653\/v1\/W15-4611"},{"key":"37_CR13","doi-asserted-by":"crossref","unstructured":"Steichen, B., Carenini, G., Conati, C.: User-adaptive information visualization: using eye gaze data to infer visualization tasks and user cognitive abilities. In: Proceedings of the 2013 International Conference on Intelligent User Interfaces, pp. 317\u2013328. ACM (2013)","DOI":"10.1145\/2449396.2449439"},{"key":"37_CR14","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1016\/j.ijhcs.2012.01.004","volume":"70","author":"S D\u2019Mello","year":"2012","unstructured":"D\u2019Mello, S., Olney, A., Williams, C., Hays, P.: Gaze tutor: a gaze-reactive intelligent tutoring system. Int. J. Hum.-Comput. Stud. 70, 377\u2013398 (2012)","journal-title":"Int. J. Hum.-Comput. Stud."},{"key":"37_CR15","unstructured":"Hutt, S., Mills, C., White, S., Donnelly, P.J., D\u2019Mello, S.K.: The eyes have it: gaze-based detection of mind wandering during learning with an intelligent tutoring system. In: Proceedings of the 9th International Conference on Educational Data Mining, pp. 86\u201393 (2016)"},{"key":"37_CR16","doi-asserted-by":"crossref","unstructured":"Min, W., et al.: Multimodal goal recognition in open-world digital games. In: 13th AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, pp. 80\u201386 (2017)","DOI":"10.1609\/aiide.v13i1.12939"},{"key":"37_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1162\/neco.1997.9.1.1","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S., Schmidhuber, J.: Long short-term memory. Neural Comput. 9, 1\u201332 (1997)","journal-title":"Neural Comput."},{"key":"37_CR18","first-page":"115","volume":"21","author":"JP Rowe","year":"2011","unstructured":"Rowe, J.P., Shores, L.R., Mott, B.W., Lester, J.C.: Integrating learning, problem solving, and engagement in narrative-centered learning environments. Int. J. Artif. Intell. Educ. 21, 115\u2013133 (2011)","journal-title":"Int. J. Artif. Intell. Educ."},{"issue":"3","key":"37_CR19","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1162\/089120100561737","volume":"26","author":"A Stolcke","year":"2000","unstructured":"Stolcke, A., et al.: Dialogue act modeling for automatic tagging and recognition of conversational speech. Comput. Linguist. 26(3), 339\u2013373 (2000)","journal-title":"Comput. Linguist."},{"key":"37_CR20","unstructured":"Min, W., et al.: Predicting dialogue acts of virtual learning companion utilizing student multimodal interaction data. In: Proceedings of the 9th International Conference on Educational Data Mining, pp. 454\u2013459 (2016)"},{"key":"37_CR21","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1177\/001316446002000104","volume":"20","author":"J Cohen","year":"1960","unstructured":"Cohen, J.: A coefficient of agreement for nominal scales. Educ. Psychol. Meas. 20, 37\u201346 (1960)","journal-title":"Educ. Psychol. Meas."},{"key":"37_CR22","doi-asserted-by":"crossref","unstructured":"Pennington, J., Socher, R., Manning, C.D.: Glove: global vectors for word representation. In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, pp. 1532\u20131543 (2014)","DOI":"10.3115\/v1\/D14-1162"},{"key":"37_CR23","doi-asserted-by":"crossref","unstructured":"Manning, C., Surdeanu, M., Bauer, J., Finkel, J., Bethard, S., McClosky, D.: The stanford CoreNLP natural language processing toolkit. In: Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics System Demonstrations, pp. 55\u201360 (2014)","DOI":"10.3115\/v1\/P14-5010"},{"key":"37_CR24","doi-asserted-by":"crossref","unstructured":"Min, W., Mott, B.W.: NCSU_SAS_WOOKHEE: a deep contextual long-short term memory model for text normalization. In: Proceedings of the Workshop for the Normalization of Noisy User Text, pp. 111\u2013119 (2015)","DOI":"10.18653\/v1\/W15-4317"}],"container-title":["Lecture Notes in Computer Science","Artificial Intelligence in Education"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-23207-8_37","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,7]],"date-time":"2024-03-07T17:41:16Z","timestamp":1709833276000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-23207-8_37"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030232061","9783030232078"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-23207-8_37","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"21 June 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AIED","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Artificial Intelligence in Education","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Chicago, IL","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"25 June 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 June 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aied2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/caed-lab.com\/aied2019\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}