{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T10:40:12Z","timestamp":1777286412730,"version":"3.51.4"},"reference-count":99,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2025,1,21]],"date-time":"2025-01-21T00:00:00Z","timestamp":1737417600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea (NRF)","doi-asserted-by":"publisher","award":["2021R1G1A1003801"],"award-info":[{"award-number":["2021R1G1A1003801"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Future Internet"],"abstract":"<jats:p>Human communication in daily life entails not only talking about what we are currently doing or will do, but also speculating about future possibilities that may (or may not) occur, i.e., \u201canticipatory speech\u201d. Such conversations are central to social cooperation and social cohesion in humans. This suggests that such capabilities may also be critical for developing improved speech systems for artificial agents, e.g., human\u2013agent interaction (HAI) and human\u2013robot interaction (HRI). However, to do so successfully, it is imperative that we understand how anticipatory speech may affect the behavior of human users and, subsequently, the behavior of the agent\/robot. Moreover, it is possible that such effects may vary across cultures and languages. To that end, we conducted an experiment where a human and autonomous 3D virtual avatar interacted in a cooperative gameplay environment. The experiment included 40 participants, comparing different languages (20 English, 20 Korean), where the artificial agent had anticipatory speech either enabled or disabled. The results showed that anticipatory speech significantly altered the speech patterns and turn-taking behavior of both the human and the agent, but those effects varied depending on the language spoken. We discuss how the use of such novel communication forms holds potential for enhancing HAI\/HRI, as well as the development of mixed reality and virtual reality interactive systems for human users.<\/jats:p>","DOI":"10.3390\/fi17020052","type":"journal-article","created":{"date-parts":[[2025,1,21]],"date-time":"2025-01-21T06:53:32Z","timestamp":1737442412000},"page":"52","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Enhancing Human\u2013Agent Interaction via Artificial Agents That Speculate About the Future"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2012-9250","authenticated-orcid":false,"given":"Casey C.","family":"Bennett","sequence":"first","affiliation":[{"name":"School of Computing, DePaul University, Chicago, IL 60604, USA"},{"name":"Department of Data Science, Hanyang University, Seoul 04763, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6673-0995","authenticated-orcid":false,"given":"Young-Ho","family":"Bae","sequence":"additional","affiliation":[{"name":"Department of Data Science, Hanyang University, Seoul 04763, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-9073-4516","authenticated-orcid":false,"given":"Jun-Hyung","family":"Yoon","sequence":"additional","affiliation":[{"name":"Department of Data Science, Hanyang University, Seoul 04763, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8021-4057","authenticated-orcid":false,"given":"Say Young","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of English Language & Literature, Hanyang University, Seoul 04763, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5599-3378","authenticated-orcid":false,"given":"Benjamin","family":"Weiss","sequence":"additional","affiliation":[{"name":"Quality and Usability Lab, Technische Universit\u00e4t Berlin, 10623 Berlin, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,1,21]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Byrne, R.M.J. (2007). The Rational Imagination: How People Create Alternatives to Reality, MIT Press.","DOI":"10.1017\/S0140525X07002579"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1016\/j.lmot.2005.02.003","article-title":"The emergence of episodic future thinking in humans","volume":"36","author":"Atance","year":"2005","journal-title":"Learn. Motiv."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"3775","DOI":"10.1016\/j.cub.2023.07.067","article-title":"Neural population dynamics of human working memory","volume":"33","author":"Li","year":"2023","journal-title":"Curr. Biol."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1213","DOI":"10.1007\/s12369-020-00642-z","article-title":"I\u2013C\u2013E Framework: Concepts for Group Dynamics Research in Human-Robot Interaction: Revisiting Theory from Social Psychology on Ingroup Identification (I), Cohesion (C) and Entitativity (E)","volume":"12","author":"Abrams","year":"2020","journal-title":"Int. J. Soc. Robot."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Kantharaju, R.B., and Pelachaud, C. (2021, January 14\u201317). Social Signals of Cohesion in Multi-party Interactions. Proceedings of the 21st ACM International Conference on Intelligent Virtual Agents, Virtual.","DOI":"10.1145\/3472306.3478362"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Pineda, J.A. (2021). Is Social Cohesion a Different Mechanism of Evolution?. The Social Impulse: The Evolution and Neuroscience of What Brings Us Together, Springer International Publishing.","DOI":"10.1007\/978-3-031-08439-3"},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Bennett, C.C., and Lee, M. (2023, January 19\u201321). Would People Mumble Rap to Alexa?. Proceedings of the 5th International Conference on Conversational User Interfaces (CUI), Eindhoven, The Netherlands.","DOI":"10.1145\/3571884.3603757"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1307","DOI":"10.1007\/s12369-020-00710-4","article-title":"Social robots on a global stage: Establishing a role for culture during human\u2013robot interaction","volume":"13","author":"Lim","year":"2021","journal-title":"Int. J. Soc. Robot."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"101255","DOI":"10.1016\/j.csl.2021.101255","article-title":"Spoken language interaction with robots: Recommendations for future research","volume":"71","author":"Marge","year":"2022","journal-title":"Comput. Speech Lang."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Lall\u00e9e, S., Hamann, K., Steinwender, J., Warneken, F., Martienz, U., Barron-Gonzales, H., Pattacini, U., Gori, I., Petit, M., and Metta, G. (2013, January 3\u20137). Cooperative human robot interaction systems: IV. Communication of shared plans with Na\u00efve humans using gaze and speech. Proceedings of the IEEE\/RSJ International Conference on Intelligent Robots and Systems (IROS), Tokyo, Japan.","DOI":"10.1109\/IROS.2013.6696343"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Talamadupula, K., Briggs, G., Chakraborti, T., Scheutz, M., and Kambhampati, S. (2014, January 14\u201318). Coordination in human-robot teams using mental modeling and plan recognition. Proceedings of the IEEE\/RSJ International Conference on Intelligent Robots and Systems (IROS), Chicago, IL, USA.","DOI":"10.1109\/IROS.2014.6942970"},{"key":"ref_12","unstructured":"Hoffman, G. (2010, January 22\u201324). Anticipation in human-robot interaction. Proceedings of the AAAI Spring Symposium Series, Palo Alto, CA, USA."},{"key":"ref_13","unstructured":"Briggs, G., and Scheutz, M. (2016, January 17\u201319). The pragmatic social robot: Toward socially-sensitive utterance generation in human-robot interactions. Proceedings of the AAAI Fall Symposium Series, Arlington, VA, USA."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1038\/s41586-021-04270-z","article-title":"A speech planning network for interactive language use","volume":"602","author":"Castellucci","year":"2022","journal-title":"Nature"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/0094-730X(90)90032-N","article-title":"Speech planning and execution in stutterers","volume":"15","author":"Postma","year":"1990","journal-title":"J. Fluen. Disord."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"35","DOI":"10.7748\/ns2012.01.26.19.35.c8879","article-title":"Communication impairment in patients following stroke","volume":"26","author":"Borthwick","year":"2012","journal-title":"Nurs. Stand."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Irfan, B., Hellou, M., and Belpaeme, T. (2021). Coffee with a hint of data: Towards using data-driven approaches in personalised long-term interactions. Front. Robot. AI, 8.","DOI":"10.3389\/frobt.2021.676814"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Rastogi, A., Hakkani-T\u00fcr, D., and Heck, L. (2017, January 16\u201320). Scalable multi-domain dialogue state tracking. Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop (ASRU), Okinawa, Japan.","DOI":"10.1109\/ASRU.2017.8268986"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"727","DOI":"10.1109\/TASLP.2023.3302232","article-title":"Adaptive Multi-Domain Dialogue State Tracking on Spoken Conversations","volume":"32","author":"Lim","year":"2023","journal-title":"IEEE\/ACM Trans. Audio Speech Lang. Process."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Bae, Y.H., and Bennett, C.C. (2023, January 28\u201331). Real-Time Multimodal Turn-taking Prediction to Enhance Cooperative Dialogue during Human-Agent Interaction. Proceedings of the 32nd IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), Busan, Republic of Korea.","DOI":"10.1109\/RO-MAN57019.2023.10309569"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"101178","DOI":"10.1016\/j.csl.2020.101178","article-title":"Turn-taking in conversational systems and human-robot interaction: A review","volume":"67","author":"Skantze","year":"2021","journal-title":"Comput. Speech Lang."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Bennett, C.C. (2024, January 8\u201310). Findings from Studies on English-Based Conversational AI Agents (including ChatGPT) Are Not Universal. Proceedings of the 6th ACM Conference on Conversational User Interfaces (CUI), Luxembourg.","DOI":"10.1145\/3640794.3665879"},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Irfan., B., Kuoppam\u00e4ki, S.M., and Skantze, G. (2023). Between reality and delusion: Challenges of applying large language models to companion robots for open-domain dialogues with older adults. ResearchSquare PrePrint.","DOI":"10.21203\/rs.3.rs-2884789\/v1"},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Nordberg, O.E., and Guribye, F. (2023, January 19\u201321). Conversations with the News: Co-speculation into Conversational Interactions with News Content. Proceedings of the 5th International Conference on Conversational User Interfaces (CUI), Eindhoven, The Netherlands.","DOI":"10.1145\/3571884.3597123"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Lee, M., Noortman, R., Zaga, C., Starke, A., Huisman, G., and Andersen, K. (2021, January 8\u201313). Conversational futures: Emancipating conversational interactions for futures worth wanting. Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems (CHI), Yokohama, Japan.","DOI":"10.1145\/3411764.3445244"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Aylett, M.P., Cowan, B.R., and Clark, L. (2019, January 4\u20139). Siri, echo and performance: You have to suffer darling. Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (CHI), Glasgow, UK.","DOI":"10.1145\/3290607.3310422"},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Williams, T., Szafir, D., Chakraborti, T., and Ben Amor, H. (2018, January 5\u20138). Virtual, augmented, and mixed reality for human-robot interaction. Proceedings of the Companion of the 2018 ACM\/IEEE International Conference on Human-Robot Interaction (HRI), Chicago, IL, USA.","DOI":"10.1145\/3173386.3173561"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Suzuki, R., Karim, A., Xia, T., Hedayati, H., and Marquardt, N. (May, January 29). Augmented reality and robotics: A survey and taxonomy for AR-enhanced human-robot interaction and robotic interfaces. Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems (CHI), New Orleans, LA, USA.","DOI":"10.1145\/3491102.3517719"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"V\u00f6lkel, S.T., Schneegass, C., Eiband, M., and Buschek, D. (2020, January 17\u201320). What is\u201d intelligent\u201d in intelligent user interfaces? a meta-analysis of 25 years of IUI. Proceedings of the 25th International Conference on Intelligent User Interfaces (IUI), Cagliari, Italy.","DOI":"10.1145\/3377325.3377500"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/S0921-8890(05)80025-9","article-title":"Elephants don\u2019t play chess","volume":"6","author":"Brooks","year":"1990","journal-title":"Robot. Auton. Syst."},{"key":"ref_31","unstructured":"Pezzulo, G. (2007). Anticipation and future-oriented capabilities in natural and artificial cognition. 50 Years of Artificial Intelligence: Essays Dedicated to the 50th Anniversary of Artificial Intelligence, Springer."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"20220040","DOI":"10.1098\/rsta.2022.0040","article-title":"How could we make a social robot? A virtual bargaining approach","volume":"381","author":"Chater","year":"2023","journal-title":"Philos. Trans. R. Soc. A"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1080\/03036758.2022.2098781","article-title":"Deconstructing and reconstructing turn-taking in caregiver-infant interactions: A platform for embodied models of early cooperation","volume":"53","author":"Sagar","year":"2023","journal-title":"J. R. Soc. N. Z."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1007\/s43681-021-00076-x","article-title":"The ethics of interaction with neurorobotic agents: A case study with BabyX","volume":"2","author":"Knott","year":"2022","journal-title":"AI Ethics"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1315","DOI":"10.1007\/s12369-023-00991-5","article-title":"A communicative perspective on human\u2013robot collaboration in industry: Mapping communicative modes on collaborative scenarios","volume":"16","author":"Gross","year":"2024","journal-title":"Int. J. Soc. Robot."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Anastasopoulou, I., van Lieshout, P., Cheyne, D.O., and Johnson, B.W. (2022). Speech Kinematics and Coordination Measured With an MEG-Compatible Speech Tracking System. Front. Neurol., 13.","DOI":"10.3389\/fneur.2022.828237"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1007\/s12369-018-0485-4","article-title":"User-adaptive interaction in social robots: A survey focusing on non-physical interaction","volume":"11","author":"Martins","year":"2019","journal-title":"Int. J. Soc. Robot."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Williams, T., Thames, D., Novakoff, J., and Scheutz, M. (2018, January 5\u20138). Thank you for sharing that interesting fact! Effects of capability and context on indirect speech act use in task-based human-robot dialogue. Proceedings of the ACM\/IEEE International Conference on Human-Robot Interaction (HRI), Chicago, IL, USA.","DOI":"10.1145\/3171221.3171246"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Law, T., and Scheutz, M. (2021). Trust: Recent concepts and evaluations in human-robot interaction. Trust in Human-Robot Interaction, Academic Press.","DOI":"10.1016\/B978-0-12-819472-0.00002-2"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"St. Clair, A., and Mataric, M. (2015, January 2\u20135). How robot verbal feedback can improve team performance in human-robot task collaborations. Proceedings of the ACM\/IEEE International Conference on Human-Robot Interaction (HRI), Portland, OR, USA.","DOI":"10.1145\/2696454.2696491"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Grover, T., Rowan, K., Suh, J., McDuff, D., and Czerwinski, M. (2020, January 17\u201320). Design and evaluation of intelligent agent prototypes for assistance with focus and productivity at work. Proceedings of the 25th International Conference on Intelligent User Interfaces (IUI), Cagliari Italy.","DOI":"10.1145\/3377325.3377507"},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Kraus, M., Wagner, N., and Minker, W. (2020, January 14\u201317). Effects of proactive dialogue strategies on human-computer trust. Proceedings of the 28th ACM conference on User Modeling, Adaptation and Personalization, Genoa, Italy.","DOI":"10.1145\/3340631.3394840"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"103271","DOI":"10.1016\/j.ijhm.2022.103271","article-title":"Proactivity or passivity? An investigation of the effect of service robots\u2019 proactive behaviour on customer co-creation intention","volume":"106","author":"Xie","year":"2022","journal-title":"Int. J. Hosp. Manag."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3439720","article-title":"A taxonomy of social errors in human-robot interaction","volume":"10","author":"Tian","year":"2021","journal-title":"ACM Trans. Hum. Robot Interact. (THRI)"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3237189","article-title":"Miscommunication detection and recovery in situated human\u2013robot dialogue","volume":"9","author":"Marge","year":"2019","journal-title":"ACM Trans. Interact. Intell. Syst. (TiiS)"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Honig, S., and Oron-Gilad, T. (2018). Understanding and resolving failures in human-robot interaction: Literature review and model development. Front. Psychol., 9.","DOI":"10.3389\/fpsyg.2018.00861"},{"key":"ref_47","unstructured":"Mok, B.K.J., Yang, S., Sirkin, D., and Ju, W. (September, January 31). A place for every tool and every tool in its place: Performing collaborative tasks with interactive robotic drawers. Proceedings of the 24th IEEE international symposium on robot and human interactive communication (RO-MAN), Kobe, Japan."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Das, D., Banerjee, S., and Chernova, S. (2021, January 8\u201311). Explainable AI for robot failures: Generating explanations that improve user assistance in fault recovery. Proceedings of the ACM\/IEEE International Conference on Human-Robot Interaction (HRI), Boulder, CO, USA.","DOI":"10.1145\/3434073.3444657"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Bennett, C.C., and Weiss, B. (2022, January 9\u201313). Purposeful failures as a form of culturally-appropriate intelligent disobedience during human-robot social interaction. Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS): Best & Visionary Papers, Virtual.","DOI":"10.1007\/978-3-031-20179-0_5"},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Newman, B.A., Biswas, A., Ahuja, S., Girdhar, S., Kitani, K.K., and Admoni, H. (2020, January 14\u201318). Examining the effects of anticipatory robot assistance on human decision making. Proceedings of the International Conference on Social Robotics, (ICSR), Golden, CO, USA.","DOI":"10.1007\/978-3-030-62056-1_49"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3203305","article-title":"Planning with verbal communication for human-robot collaboration","volume":"7","author":"Nikolaidis","year":"2018","journal-title":"ACM Trans. Hum. Robot Interact. (THRI)"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Ali, M.R., Van Orden, K., Parkhurst, K., Liu, S., Nguyen, V.D., Duberstein, P., and Hoque, M.E. (2018, January 7\u201311). Aging and engaging: A social conversational skills training program for older adults. Proceedings of the 23rd International Conference on Intelligent User Interfaces (IUI), Tokyo, Japan.","DOI":"10.1145\/3172944.3172958"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Saponaro, G., Salvi, G., and Bernardino, A. (2013, January 20\u201324). Robot anticipation of human intentions through continuous gesture recognition. Proceedings of the International Conference on Collaboration Technologies and Systems (CTS), San Diego, CA, USA.","DOI":"10.1109\/CTS.2013.6567232"},{"key":"ref_54","doi-asserted-by":"crossref","unstructured":"Ond\u00e1\u0161, S., Juh\u00e1r, J., Kiktov\u00e1, E., and Zimmermann, J. (2018, January 22\u201324). Anticipation in speech-based human-machine interfaces. Proceedings of the 9th IEEE International Conference on Cognitive Infocommunications (CogInfoCom), Budapest, Hungary.","DOI":"10.1109\/CogInfoCom.2018.8639886"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1146\/annurev-control-101119-071628","article-title":"Robots that use language","volume":"3","author":"Tellex","year":"2020","journal-title":"Annu. Rev. Control Robot. Auton. Syst."},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Schydlo, P., Rakovic, M., Jamone, L., and Santos-Victor, J. (2018, January 21\u201325). Anticipation in human-robot cooperation: A recurrent neural network approach for multiple action sequences prediction. Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), Brisbane, QLD, Australia.","DOI":"10.1109\/ICRA.2018.8460924"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"101521","DOI":"10.1016\/j.csl.2023.101521","article-title":"Effects of cross-cultural language differences on social cognition during human-agent interaction in cooperative game environments","volume":"81","author":"Bennett","year":"2023","journal-title":"Comput. Speech Lang."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Bennett, C.C., Weiss, B., Suh, J., Yoon, E., Jeong, J., and Chae, Y. (2022). Exploring data-driven components of socially intelligent AI through cooperative game paradigms. Multimodal Technol. Interact., 6.","DOI":"10.3390\/mti6020016"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1609\/icwsm.v8i1.14550","article-title":"Vader: A parsimonious rule-based model for sentiment analysis of social media text","volume":"8","author":"Hutto","year":"2014","journal-title":"Proc. Int. AAAI Conf. Web Soc. Media"},{"key":"ref_60","first-page":"53","article-title":"Generating a Korean sentiment lexicon through sentiment score propagation","volume":"9","author":"Park","year":"2020","journal-title":"KIPS Trans. Softw. Data Eng."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"7100","DOI":"10.1080\/10447318.2023.2261728","article-title":"Cognitive shifts in bilingual speakers affect speech interactions with artificial agents","volume":"40","author":"Bennett","year":"2024","journal-title":"Int. J. Hum. Comput. Interact."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1007\/s12369-008-0001-3","article-title":"Measurement instruments for the anthropomorphism, animacy, likeability, perceived intelligence, and perceived safety of robots","volume":"1","author":"Bartneck","year":"2009","journal-title":"Int. J. Soc. Robot."},{"key":"ref_63","unstructured":"Biocca, F., Harms, C., and Gregg, J. (2001, January 21\u201323). The networked minds measure of social presence: Pilot test of the factor structure and concurrent validity. Proceedings of the 4th Annual International Workshop on Presence, Philadelphia, PA, USA."},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Oh, C.S., Bailenson, J.N., and Welch, G.F. (2018). A systematic review of social presence: Definition, antecedents, and implications. Front. Robot. AI, 5.","DOI":"10.3389\/frobt.2018.00114"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"374","DOI":"10.1080\/03637758809376178","article-title":"The impact of Confucianism on interpersonal relationships and communication patterns in East Asia","volume":"55","author":"Yum","year":"1988","journal-title":"Commun. Monogr."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"777","DOI":"10.1007\/s00146-022-01476-1","article-title":"Redefining culture in cultural robotics","volume":"38","author":"Ornelas","year":"2023","journal-title":"AI Soc."},{"key":"ref_67","unstructured":"Sabanovic, S., Bennett, C.C., and Lee, H.R. (2014, January 3\u20136). Towards culturally robust robots: A critical social perspective on robotics and culture. Proceedings of the 9th ACM\/IEEE International Conference on Human-Robot Interaction Workshop on Culture-Aware Robotics (CARs), Bielefeld, Germany."},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Clark, L., Pantidi, N., Cooney, O., Doyle, P., Garaialde, D., Edwards, J., Spillane, B., Gilmartin, E., Murad, C., and Munteanu, C. (2019, January 4\u20139). What makes a good conversation? Challenges in designing truly conversational agents. Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (CHI), Glasgow, UK.","DOI":"10.1145\/3290605.3300705"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"262","DOI":"10.1080\/10438599.2019.1695941","article-title":"The Internet of Things and economic growth in a panel of countries","volume":"30","author":"Edquist","year":"2021","journal-title":"Econ. Innov. New Technol."},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Stanojevic, C., Bennett, C.C., Sabanovic, S., Collins, S., Baugus, K., Henkel, Z., and Piatt, J.A. (2023). Conceptualizing socially-assistive robots as a digital therapeutic tool in healthcare. Front. Digit. Health, 5.","DOI":"10.3389\/fdgth.2023.1208350"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"494","DOI":"10.1080\/10447318.2022.2041900","article-title":"Transitioning to human interaction with AI systems: New challenges and opportunities for HCI professionals to enable human-centered AI","volume":"39","author":"Xu","year":"2023","journal-title":"Int. J. Hum.\u2013Comput. Interact."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s42467-021-00014-x","article-title":"Human-centered AI and robotics","volume":"4","author":"Doncieux","year":"2022","journal-title":"AI Perspect."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"250","DOI":"10.1016\/j.ijhcs.2012.09.005","article-title":"The influence of empathy in human\u2013robot relations","volume":"71","author":"Leite","year":"2013","journal-title":"Int. J. Hum. Comput. Stud."},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"H\u00e4ring, M., Kuchenbrandt, D., and Andr\u00e9, E. (2014, January 3\u20136). Would you like to play with me? How robots\u2019 group membership and task features influence human-robot interaction. Proceedings of the ACM\/IEEE International Conference on Human-Robot Interaction (HRI), Bielefeld, Germany.","DOI":"10.1145\/2559636.2559673"},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Correia, F., Alves-Oliveira, P., Maia, N., Ribeiro, T., Petisca, S., Melo, F.S., and Paiva, A. (2016, January 26\u201331). Just follow the suit! Trust in human-robot interactions during card game playing. Proceedings of the IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), New York, NY, USA.","DOI":"10.1109\/ROMAN.2016.7745165"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1007\/s12369-022-00944-4","article-title":"Robots in games","volume":"15","author":"Rato","year":"2023","journal-title":"Int. J. Soc. Robot."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1007\/s12193-023-00410-z","article-title":"Facial expression recognition via transfer learning in cooperative game paradigms for enhanced social AI","volume":"17","author":"Bennett","year":"2023","journal-title":"J. Multimodal User Interfaces"},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"670","DOI":"10.1016\/j.procir.2020.04.076","article-title":"Human-centered gamification framework for manufacturing systems","volume":"93","author":"Ulmer","year":"2020","journal-title":"Procedia CIRP"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"106547","DOI":"10.1016\/j.chb.2020.106547","article-title":"Towards prosocial design: A scoping review of the use of robots and virtual agents to trigger prosocial behaviour","volume":"114","author":"Oliveira","year":"2021","journal-title":"Comput. Hum. Behav."},{"key":"ref_80","doi-asserted-by":"crossref","unstructured":"Zamfirescu-Pereira, J.D., Sirkin, D., Goedicke, D., Ray, L.C., Friedman, N., Mandel, I., Martelaro, N., and Ju, W. (2021, January 8\u201311). Fake it to make it: Exploratory prototyping in HRI. Proceedings of the ACM\/IEEE International Conference on Human-Robot Interaction (HRI), Boulder, CO, USA.","DOI":"10.1145\/3434074.3446909"},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"McMillan, D., Jaber, R., Cowan, B.R., Fischer, J.E., Irfan, B., Cumbal, R., Zargham, N., and Lee, M. (2023, January 13\u201316). Human-Robot Conversational Interaction (HRCI). Proceedings of the ACM\/IEEE International Conference on Human-Robot Interaction (HRI), Stockholm Sweden.","DOI":"10.1145\/3568294.3579954"},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"734","DOI":"10.1080\/10447318.2016.1193350","article-title":"Ambiguous agents: The influence of consistency of an artificial agent\u2019s social cues on emotion recognition, recall, and persuasiveness","volume":"32","author":"Ruijten","year":"2016","journal-title":"Int. J. Hum. Comput. Interact."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1016\/j.chb.2018.05.016","article-title":"The influence of social cues in persuasive social robots on psychological reactance and compliance","volume":"87","author":"Ghazali","year":"2018","journal-title":"Comput. Hum. Behav."},{"key":"ref_84","unstructured":"Bartneck, C., Soucy, M., Fleuret, K., and Sandoval, E.B. (September, January 31). The robot engine -Making the unity 3D game engine work for HRI. Proceedings of the IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), Kobe, Japan."},{"key":"ref_85","doi-asserted-by":"crossref","unstructured":"Villa, S., and Mayer, S. (2022, January 4\u20137). Cobity: A Plug-And-Play Toolbox to Deliver Haptics in Virtual Reality. Proceedings of the Mensch und Computer, Darmstadt, Germany.","DOI":"10.1145\/3543758.3543775"},{"key":"ref_86","unstructured":"Kraft, M., and Rickert, M. (September, January 28). How to teach your robot in 5 minutes: Applying UX paradigms to human-robot-interaction. Proceedings of the IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), Lisbon, Portugal."},{"key":"ref_87","doi-asserted-by":"crossref","unstructured":"Butters, D., Jonasson, E.T., and Pawar, V.M. (2021). Exploring effects of information filtering with a VR interface for multi-robot supervision. Front. Robot. AI, 8.","DOI":"10.3389\/frobt.2021.692180"},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3597623","article-title":"Virtual, augmented, and mixed reality for human-robot interaction: A survey and virtual design element taxonomy","volume":"12","author":"Walker","year":"2023","journal-title":"ACM Trans. Hum. Robot. Interact. (THRI)"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1109\/MCE.2020.2988578","article-title":"Mixed-reality robotic games: Design guidelines for effective entertainment with consumer robots","volume":"10","author":"Prattico","year":"2020","journal-title":"IEEE Consum. Electron. Mag."},{"key":"ref_90","doi-asserted-by":"crossref","unstructured":"Groechel, T., Shi, Z., Pakkar, R., and Matari\u0107, M.J. (2019, January 14\u201318). Using socially expressive mixed reality arms for enhancing low-expressivity robots. Proceedings of the IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), New Delhi, India.","DOI":"10.1109\/RO-MAN46459.2019.8956458"},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1007\/s12369-008-0002-2","article-title":"Where robots and virtual agents meet","volume":"1","author":"Holz","year":"2009","journal-title":"Int. J. Soc. Robot."},{"key":"ref_92","doi-asserted-by":"crossref","unstructured":"Al Moubayed, S., Beskow, J., Skantze, G., and Granstr\u00f6m, B. (2012). Furhat: A back-projected human-like robot head for multiparty human-machine interaction. Cogn. Behav. Syst., 114\u2013130.","DOI":"10.1007\/978-3-642-34584-5_9"},{"key":"ref_93","doi-asserted-by":"crossref","unstructured":"Agarwal, P., Al Moubayed, S., Alspach, A., Kim, J., Carter, E.J., Lehman, J.F., and Yamane, K. (2016, January 26\u201331). Imitating human movement with teleoperated robotic head. Proceedings of the IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), New York, NY, USA.","DOI":"10.1109\/ROMAN.2016.7745184"},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"1153","DOI":"10.1016\/j.tics.2022.09.015","article-title":"Over-reliance on English hinders cognitive science","volume":"26","author":"Blasi","year":"2022","journal-title":"Trends Cogn. Sci."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1007\/s12369-014-0237-z","article-title":"Deriving minimal features for human-like facial expressions in robotic faces","volume":"6","author":"Bennett","year":"2014","journal-title":"Int. J. Soc. Robot."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1561\/2300000056","article-title":"Embodiment in socially interactive robots","volume":"7","author":"Deng","year":"2019","journal-title":"Found. Trend Robot."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"e1907856118","DOI":"10.1073\/pnas.1907856118","article-title":"On the use of simulation in robotics: Opportunities, challenges, and suggestions for moving forward","volume":"118","author":"Choi","year":"2021","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"e19987","DOI":"10.2196\/19987","article-title":"Embodied conversational agent appearance for health assessment of older adults: Explorative study","volume":"7","author":"Broekhuis","year":"2020","journal-title":"JMIR Hum. Factors"},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"1293","DOI":"10.1007\/s12369-020-00680-7","article-title":"The effect of design features on relationship quality with embodied conversational agents: A systematic review","volume":"12","author":"Loveys","year":"2020","journal-title":"Int. J. Soc. Robot."}],"container-title":["Future Internet"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1999-5903\/17\/2\/52\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,8]],"date-time":"2025-10-08T10:32:55Z","timestamp":1759919575000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1999-5903\/17\/2\/52"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,21]]},"references-count":99,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2025,2]]}},"alternative-id":["fi17020052"],"URL":"https:\/\/doi.org\/10.3390\/fi17020052","relation":{},"ISSN":["1999-5903"],"issn-type":[{"value":"1999-5903","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1,21]]}}}