Abstract
This article reviews the recent user-oriented studies on voice search interaction and aims to understand how users perform and perceive voice search. With a systematic data collection and screening process, twenty-seven publications were included. We found that the current studies sampled predominantly young and well-educated population. Four topics of interest in voice search were identified, i.e., query characteristics, query strategy, spoken conversational search, user’s perception. The result reveals the influences of voice-based modality on users’ search behavior and perceptions and the review concludes with potential directions of research on voice search interaction.
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Notes
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Some of the publications were based on the same experiment but reported different aspects of the findings. In this review, a “study” refers to an experiment and a “publication” refers to a retrieved publication.
References
Hearst, M.A.: Search User Interfaces. Cambridge University Press, New York (2009)
Schalkwyk, J., et al.: Your word is my command: google search by voice: a case study. In: Neustein, A. (ed.) Advances in Speech Recognition, pp. 61–90. Springer, Boston (2010). https://doi.org/10.1007/978-1-4419-5951-5_4s
Wilcock, G.: WikiTalk: a spoken Wikipedia-based open-domain knowledge access system. In: Proceedings of the Workshop on Question Answering for Complex Domains. p. 57 (2010)
Lee, C.-H., Wang, S.-M., Chang, H.-C., Lee, H.-Y.: ODSQA: open-domain spoken question answering dataset. In: 2018 IEEE Spoken Language Technology Workshop (SLT), pp. 949–956. IEEE (2018)
Sahib, N.G., Tombros, A., Stockman, T.: A comparative analysis of the information-seeking behavior of visually impaired and sighted searchers. J. Am. Soc. Inf. Sci. 63, 377–391 (2012)
Smith, A.L., Chaparro, B.S.: Smartphone text input method performance, usability, and preference with younger and older adults. Hum. Factors 57, 1015–1028 (2015)
Vtyurina, A., Fourney, A., Morris, M.R., Findlater, L., White, R.W.: Bridging screen readers and voice assistants for enhanced eyes-free web search. In: Liu, L., White, R. (eds.) The World Wide Web Conference on – WWW 2019, pp. 3590–3594. ACM Press, New York (2019)
Oard, D.W.: Query by babbling: a research agenda. In: Proceedings of the First Workshop on Information and Knowledge Management for Developing Region - IKM4DR 2012, p. 17. ACM Press, New York (2012)
Trippas, J.R., Thomas, P., Spina, D., Joho, H.: Third International Workshop on Conversational Approaches to Information Retrieval (CAIR 2020): Full-Day Workshop at CHIIR 2020. Proceedings of the 2020 Conference on Human Information Interaction and Retrieval, pp. 492–494. ACM, New York (2020)
Culpepper, J.S., Diaz, F., Smucker, M.D.: Research frontiers in information retrieval. SIGIR Forum. 52, 34–90 (2018)
Jiang, J., Jeng, W., He, D.: How do users respond to voice input errors? Lexical and phonetic query reformulation in voice search. In: Proceedings of the 36th International ACM SIGIR Conference on Research and Development in Information Retrieval – SIGIR 2013, p. 143. ACM Press, New York (2013)
Arguello, J., Choi, B., Capra, R.: Factors influencing users’ information requests. ACM Trans. Inf. Syst. 36, 1–37 (2018)
Sa, N., Jenny Yuan, X.: Examining users’ partial query modification patterns in voice search. J. Assoc. Inf. Sci. Technol. 71(3), 251–263 (2019)
Trippas, J.R., Spina, D., Cavedon, L., Joho, H., Sanderson, M.: Informing the design of spoken conversational search: perspective paper. In: Proceedings of the 2018 Conference on Human Information Interaction & Retrieval, CHIIR 2018, pp. 32–41. ACM Press, New York (2018)
Ingwersen, P., Järvelin, K.: The turn: Integration of information seeking and retrieval in context. Springer, Dordrecht (2005). https://doi.org/10.1007/1-4020-3851-8
Ruthven, I., Kelly, D. (eds.): Interactive Information Seeking, Behaviour and Retrieval. Facet (2011)
Vakkari, P.: Task-based information searching. Ann. Rev. Info. Sci. Tech. 37, 413–464 (2005)
Belkin, N.J., Oddy, R.N., Brooks, H.M.: Ask for information retrieval: part i. background and theory. J. Doc. 38, 61–71 (1982)
Kelly, D.: Methods for evaluating interactive information retrieval systems with users. FNT Inf. Retrieval 3, 1–224 (2009)
White, R.W.: Interactions with Search Systems. Cambridge University Press, Cambridge (2016)
Liu, J., Shah, C.: Interactive IR User Study Design, Evaluation, and Reporting. Synthesis Lectures on Information Concepts, Retrieval, and Services, vol. 11, p. i–75 (2019)
Grimes, C., Tang, D., Russell, D.: Query logs alone are not enough. In: Presented at the WWW 2007 Workshop on Query Log Analysis: Social and Technological Changes (2007)
Akinnaso, F.N.: On the differences between spoken and written language. Lang. Speech 25, 97–125 (1982)
Zoltan-Ford, E.: How to get people to say and type what computers can understand. Int. J. Man Mach. Stud. 34, 527–547 (1991)
Bigot, L.L., Jamet, E., Rouet, J.-F.: Searching information with a natural language dialogue system: a comparison of spoken vs written modalities. Appl. Ergon. 35, 557–564 (2004)
Roberts, C., Street, B.: Spoken and written language. In: Coulmas, F. (ed.) The Handbook of Sociolinguistics, pp. 168–186. Blackwell Publishing Ltd, Oxford (2017)
Jurafsky, D., Ranganath, R., McFarland, D.: Extracting social meaning. In: Association for Computational Linguistics (2009)
Guy, I.: The characteristics of voice search: comparing spoken with typed-in mobile web search queries. ACM Trans. Inf. Syst. 36, 1–28 (2018)
Yi, J., Maghoul, F.: Mobile search pattern evolution: the trend and the impact of voice queries. In: Proceedings of the 20th International Conference Companion on World Wide Web – WWW 2011, p. 165. ACM Press, New York (2011)
Kamvar, M., Beeferman, D.: Say what? Why users choose to speak their web queries. In: INTERSPEECH 2010. isca-speech.org (2010)
Ingwersen, P.: Search procedures in the library—analysed from the cognitive point of view. J. Doc. 38, 165–191 (1982)
Belkin, N.J.: Cognitive models and information transfer. Soc. Sci. Inf. Stud. 4, 111–129 (1984)
Belkin, N.J., Cool, C., Stein, A., Thiel, U.: Cases, scripts, and information-seeking strategies: on the design of interactive information retrieval systems. Expert Syst. Appl. 9, 379–395 (1995)
Belkin, N.J., Marchetti, P., Cool, C.: BRAQUE: design of an interface to support user interaction in information retrieval. Inf. Process. Manage. 29, 325–344 (1993)
Stein, A., Thiel, U.: A conversational model of multimodal interaction. In: Proceedings of the 11th National Conference on Artificial Intelligence (AAAI 1993), pp. 283–288. AAAI Press/The MIT Press, Menlo Park (1993)
Sitter, S., Stein, A.: Modeling the illocutionary aspects of information-seeking dialogues. Inf. Process. Manage. 28, 165–180 (1992)
Radlinski, F., Craswell, N.: A theoretical framework for conversational search. In: Proceedings of the 2017 Conference on Conference Human Information Interaction and Retrieval – CHIIR 2017, pp. 117–126. ACM Press, New York (2017)
Azzopardi, L., Dubiel, M., Halvey, M., Dalton, J.: Conceptualizing agent-human interactions during the conversational search process (2018)
Trippas, J.R., Spina, D., Thomas, P., Sanderson, M., Joho, H., Cavedon, L.: Towards a model for spoken conversational search. Inf. Process. Manage. 57, 102162 (2020)
Wang, Y.-Y., Yu, D., Ju, Y.-C., Acero, A.: An introduction to voice search. IEEE Signal Process. Mag. 25, 28–38 (2008)
Barnard, E., Schalkwyk, J., Heerden, C.V., Moreno, P.J.: Voice search for development (2010)
Lovato, S.B., Piper, A.M.: Young children and voice search: what we know from human-computer interaction research. Front. Psychol. 10, 8 (2019)
Kocaballi, A.B., Laranjo, L., Coiera, E.: Understanding and measuring user experience in conversational interfaces. Interact. Comput. 31, 192–207 (2019)
Laranjo, L., et al.: Conversational agents in healthcare: a systematic review. J. Am. Med. Inform. Assoc. 25, 1248–1258 (2018)
Vaidyam, A.N., Wisniewski, H., Halamka, J.D., Kashavan, M.S., Torous, J.B.: Chatbots and conversational agents in mental health: a review of the psychiatric landscape. Can. J. Psychiatry (2019). https://doi.org/10.1177/0706743719828977
Kumah-Crystal, Y.A., Pirtle, C.J., Whyte, H.M., Goode, E.S., Anders, S.H., Lehmann, C.U.: Electronic health record interactions through voice: a review. Appl. Clin. Inf. 9, 541–552 (2018)
Shah, C., González-Ibáñez, R.: Evaluating the synergic effect of collaboration in information seeking. In: Proceedings of the 34th International ACM SIGIR Conference on Research and Development in Information – SIGIR 2011, p. 913. ACM Press, New York (2011)
Avula, S., Arguello, J., Capra, R., Dodson, J., Huang, Y., Radlinski, F.: Embedding search into a conversational platform to support collaborative search. In: Proceedings of the 2019 Conference on Human Information Interaction and Retrieval, CHIIR 2019, pp. 15–23. ACM Press, New York (2019)
Du, H., Crestani, F.: Spoken versus written queries for mobile information access: an experiment on Mandarin Chinese. In: Su, K.-Y., Tsujii, J., Lee, J.-H., Kwong, O.Y. (eds.) IJCNLP 2004. LNCS (LNAI), vol. 3248, pp. 745–754. Springer, Heidelberg (2005). https://doi.org/10.1007/978-3-540-30211-7_79
Crestani, F., Du, H.: Written versus spoken queries: a qualitative and quantitative comparative analysis. J. Am. Soc. Inf. Sci. 57, 881–890 (2006)
Bigot, L.L., Rouet, J.-F., Jamet, E.: Effects of speech- and text-based interaction modes in natural language human-computer dialogue. Hum Fact. 49, 1045–1053 (2007)
Bigot, L.L., Terrier, P., Amiel, V., Poulain, G., Jamet, E., Rouet, J.-F.: Effect of modality on collaboration with a dialogue system. Int. J. Hum Comput Stud. 65, 983–991 (2007)
Bigot, L.L., Terrier, P., Jamet, E., Botherel, V., Rouet, J.-F.: Does textual feedback hinder spoken interaction in natural language? Ergonomics 53, 43–55 (2010)
Jeng, W., Jiang, J., He, D.: Users’ perceived difficulties and corresponding reformulation strategies in Google voice search. J. Libr. Inf. Stud. 14, 25–39 (2016)
Trippas, J.R., Spina, D., Sanderson, M., Cavedon, L.: Results presentation methods for a spoken conversational search system. In: Proceedings of the First International Workshop on Novel Web Search Interfaces and Systems – NWSearch 2015, pp. 13–15. ACM Press, New York (2015)
Kiseleva, J., et al.: Understanding user satisfaction with intelligent assistants. In: Proceedings of the 2016 ACM on Conference on Human Information Interaction and Retrieval – CHIIR 2016, pp. 121–130. ACM Press, New York (2016)
Begany, G.M., Sa, N., Yuan, X.: Factors affecting user perception of a spoken language vs. textual search interface: a content analysis. Interact. Comput. 28(2), 170–180 (2016)
Yuan, X.J., Sa, N.: User query behaviour in different task types in a spoken language vs. textual interface: a Wizard of Oz experiment. In: ISIC, the Information Behaviour Conference, Zadar, Croatia, 20–23 September 2016 (2017). Part 2. Information Research, 22(1), paper isic1615. IRinformationrearch
Kang, J., Condiff, K., Chang, S., Konstan, J.A., Terveen, L., Harper, F.M.: Understanding how people use natural language to ask for recommendations. In: Proceedings of the Eleventh ACM Conference on Recommender Systems - RecSys 2017, pp. 229–237. ACM Press, New York (2017)
Thomas, P., McDuff, D., Czerwinski, M., Craswell, N.: MISC: a data set of information-seeking conversations. Presented at the August 2017
Thomas, P., Czerwinski, M., McDuff, D., Craswell, N., Mark, G.: Style and alignment in information-seeking conversation. In: Proceedings of the 2018 Conference on Human Information Interaction&Retrieval, CHIIR 2018, pp. 42–51. ACM Press, New York (2018)
McDuff, D., Thomas, P., Czerwinski, M., Craswell, N.: Multimodal analysis of vocal collaborative search: a public corpus and results. In: Proceedings of the 19th ACM International Conference on Multimodal Interaction, ICMI 2017, pp. 456–463. ACM Press, New York (2017)
Trippas, J.R., Spina, D., Cavedon, L., Sanderson, M.: How do people interact in conversational speech-only search tasks: a preliminary analysis. In: Proceedings of the 2017 Conference on Conference Human Information Interaction and Retrieval – CHIIR 2017, pp. 325–328. ACM Press, New York (2017)
Dubiel, M., Halvey, M., Azzopardi, L.: Investigating how conversational search agents affect user’s behaviour, performance and search experience. In: ACM SIGIR CAIR Workshop (CAIR 2018), New York, NY, USA. strathprints.strath.ac.uk (2018)
Kiesel, J., Bahrami, A., Stein, B., Anand, A., Hagen, M.: Toward voice query clarification. In: The 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, SIGIR 2018, pp. 1257–1260. ACM Press, New York (2018)
Ziman, R., Walsh, G.: Factors affecting seniors’ perceptions of voice-enabled user interfaces. In: Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems, CHI 2018, pp. 1–6. ACM Press, New York (2018)
Kiesel, J., Bahrami, A., Stein, B., Anand, A., Hagen, M.: Clarifying false memories in voice-based search. In: Proceedings of the 2019 Conference on Human Information Interaction and Retrieval, CHIIR 2019, pp. 331–335. ACM Press, New York (2019)
Dubiel, M., Halvey, M., Azzopardi, L., Anderson, D., Daronnat, S.: Conversational strategies: impact on search performance in a goal-oriented task. In: Proceedings of the 2020 Conference on Human Information Interaction and Retrieval. ACM, New York (2020)
Kiesel, J., Lang, K., Wachsmuth, H., Hornecker, E., Stein, B.: Investigating expectations for voice-based and conversational argument search on the web. In: Proceedings of the 2020 Conference on Human Information Interaction and Retrieval, pp. 53–62. ACM, New York (2020)
Tannen, D.: Conversational Style: Analyzing Talk Among Friends. Oxford University Press, Oxford (2005)
Sanchiz, M., Chin, J., Chevalier, A., Fu, W.T., Amadieu, F., He, J.: Searching for information on the web: impact of cognitive aging, prior domain knowledge and complexity of the search problems. Inf. Process. Manage. 53, 281–294 (2017)
Dommes, A., Chevalier, A., Lia, S.: The role of cognitive flexibility and vocabulary abilities of younger and older users in searching for information on the web. Appl. Cogn. Psychol. 25, 717–726 (2011)
André, E., et al.: Conversational search. In: Dagstuhl Seminar 19461, vol. 9, pp. 34–83 (2020)
Thomas, P., Czerwinski, M., McDuff, D., Craswell, N.: Theories of conversation for conversational IR. In: Presented at the SIGIR 3th International Workshop on Conversational Approaches to Information Retrieval (CAIR 2020), March 2020
Wachsmuth, H., Stein, B., Ajjour, Y.: “PageRank” for argument relevance. In: Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics, pp. 1117–1127. Association for Computational Linguistics, Stroudsburg (2017)
Easwara Moorthy, A., Vu, K.-P.L.: Privacy concerns for use of voice activated personal assistant in the public space. Int. J. Hum. Comput. Interact. 31, 307–335 (2015)
Lau, J., Zimmerman, B., Schaub, F.: Alexa, are you listening? Proc. ACM Hum.-Comput. Interact. 2, 1–31 (2018)
Hadian, M., Altuwaiyan, T., Liang, X., Li, W.: Privacy-preserving voice-based search over mHealth data. Smart Health. 12, 24–34 (2018)
Acknowledgments
The authors would like to appreciate the support from the librarians at Health Science Library at the University of North Carolina at Chapel Hill. This study is partially supported by the Carolina Health Informatics Program and the Laboratory of Applied Informatics Research at the University of North Carolina at Chapel Hill. The authors also thank the reviewers for thoughtful and thorough review.
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Xing, Z., Yuan, X., Wu, D., Huang, Y., Mostafa, J. (2020). Understanding Voice Search Behavior: Review and Synthesis of Research. In: Stephanidis, C., Kurosu, M., Degen, H., Reinerman-Jones, L. (eds) HCI International 2020 - Late Breaking Papers: Multimodality and Intelligence. HCII 2020. Lecture Notes in Computer Science(), vol 12424. Springer, Cham. https://doi.org/10.1007/978-3-030-60117-1_23
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