Finding Love in Algorithms: Deciphering the Emotional Contexts of Close Encounters with AI Chatbots
Open accessPreprint — published as 10.1093/jcmc/zmae015
Abstract
AI chatbots are permeating the socio-emotional realms of human life, presenting both benefitsand challenges to interpersonal dynamics and well-being. Despite burgeoning interest in human-AI relationships, the conversational and emotional nuances of real-world, in situ human-AIsocial interactions remain underexplored. Through computational analysis of a multimodaldataset with over 35,000 screenshots and posts from r/replika, we identified seven prevalenttypes of human-AI social interactions: intimate behavior, mundane interaction, self-disclosure,play and fantasy, customization, transgression, and communication breakdown, and examinedtheir associations with six basic human emotions. Our findings suggest the paradox of emotionalconnection with AI, indicated by the bittersweet emotion in intimate encounters with AI chatbots,and the elevated fear in uncanny valley moments when AI exhibits semblances of mind in deepself-disclosure. Customization characterizes the distinctiveness of AI companionship, positivelyelevating user experiences, whereas transgression and communication breakdown elicit fear orsadness.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Social chatbots can simulate supportive relationships, offering emotional validation, empathy, and companionship, even if users cognitively recognize the artificiality of the interaction.
“Social chatbots can simulate supportive relationships, offering emotional validation, empathy, and companionship, even if users cognitively recognize the artificiality of the interaction [73].”
From Generative AI Mental Health Chatbots as Therapeutic Tools: Systematic Review and Meta-Analysis of Their Role in Reducing Mental Health Issues (2025) · cites this paper as [73]
The paper describes chatbots as sources of companionship and emotional support (Abstract) and says users seek intimacy and support while recognizing AI’s limitations and artificiality (The paradox of emotional connection with AI; page not provided). It does not establish the more specific claim that the chatbots offer emotional validation and empathy. (LLM, conf=0.85)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
An argument for basic emotions
Ekman, P. (1992) · Cognition and Emotion · doi:10.1080/02699939208411068 · Cited by 9,646 · see citing works
Core affect and the psychological construction of emotion.
Russell, J. A. (2003) · Psychological Review · doi:10.1037/0033-295x.110.1.145 · Cited by 6,113 · see citing works
(1997) · Choice Reviews Online · doi:10.5860/choice.34-3702 · Cited by 4,870 · see citing works
Alone together: why we expect more from technology and less from each other
Fernández Pedemonte, D. (2011) · Choice Reviews Online · doi:10.5860/choice.48-7239 · Cited by 4,606 · see citing works
ELIZA—a computer program for the study of natural language communication between man and machine
Weizenbaum, J. (1966) · Communications of the ACM · doi:10.1145/365153.365168 · Cited by 4,452 · see citing works
The Uncanny Valley [From the Field]
Mori, M., MacDorman, K., & Kageki, N. (2012) · IEEE Robotics & Automation Magazine · doi:10.1109/mra.2012.2192811 · Cited by 3,542 · see citing works
Emotion knowledge: further exploration of a prototype approach
Shaver, P., Schwartz, J., Kirson, D., & O'Connor, C. (1987) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.52.6.1061 · Cited by 3,072 · see citing works
Psychological Aspects of Natural Language Use: Our Words, Our Selves
Pennebaker, J. W., Mehl, M. R., & Niederhoffer, K. G. (2003) · Annual Review of Psychology · doi:10.1146/annurev.psych.54.101601.145041 · Cited by 2,624 · see citing works
(2006) · Cited by 2,256 · see citing works
What's basic about basic emotions?
Ortony, A., & Turner, T. J. (1990) · Psychological Review · doi:10.1037/0033-295x.97.3.315 · Cited by 2,015 · see citing works
Emotion Elicits the Social Sharing of Emotion: Theory and Empirical Review
Rimé, B. (2009) · Emotion Review · doi:10.1177/1754073908097189 · Cited by 1,546 · see citing works
Word of mouth and interpersonal communication: A review and directions for future research
Berger, J. (2014) · Journal of Consumer Psychology · doi:10.1016/j.jcps.2014.05.002 · Cited by 1,469 · see citing works
Bowlby, J. (1977) · British Journal of Psychiatry · doi:10.1192/bjp.130.5.421 · Cited by 1,373 · see citing works
Artificial intelligence and communication: A Human–Machine Communication research agenda
Guzman, A. L., & Lewis, S. C. (2019) · New Media & Society · doi:10.1177/1461444819858691 · Cited by 1,107 · see citing works
Concept of emotion viewed from a prototype perspective.
Fehr, B., & Russell, J. A. (1984) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.113.3.464 · Cited by 1,075 · see citing works
The relation between short-term emotion dynamics and psychological well-being: A meta-analysis.
Houben, M., Van Den Noortgate, W., & Kuppens, P. (2015) · Psychological Bulletin · doi:10.1037/a0038822 · Cited by 1,043 · see citing works
A Topic Modeling Comparison Between LDA, NMF, Top2Vec, and BERTopic to Demystify Twitter Posts
Egger, R., & Yu, J. (2022) · Frontiers in Sociology · doi:10.3389/fsoc.2022.886498 · Cited by 988 · see citing works
Baumgartner, J., Zannettou, S., Keegan, B., Squire, M., & Blackburn, J. (2020) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v14i1.7347 · Cited by 881 · see citing works
Hill, J., Randolph Ford, W., & Farreras, I. G. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.02.026 · Cited by 856 · see citing works
My Chatbot Companion - a Study of Human-Chatbot Relationships
Skjuve, M., Følstad, A., Fostervold, K. I., & Brandtzaeg, P. B. (2021) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2021.102601 · Cited by 797 · see citing works
Mood and the mundane: Relations between daily life events and self-reported mood.
Clark, L. A., & Watson, D. (1988) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.54.2.296 · Cited by 784 · see citing works
Discrete Emotions or Dimensions? The Role of Valence Focus and Arousal Focus
Barrett, L. F. (1998) · Cognition & Emotion · doi:10.1080/026999398379574 · Cited by 645 · see citing works
Ho, A., Hancock, J., & Miner, A. S. (2018) · Journal of Communication · doi:10.1093/joc/jqy026 · Cited by 629 · see citing works
Building a Stronger CASA: Extending the Computers Are Social Actors Paradigm
Gambino, A., Fox, J., & Ratan, R. (2020) · Human-Machine Communication · doi:10.30658/hmc.1.5 · Cited by 626 · see citing works
Atlas of AI: power, politics, and the planetary costs of artificial intelligence.
Can, M. (2022) · International Affairs · doi:10.1093/ia/iiac034 · Cited by 614 · see citing works
Li, H., Zhang, R., Lee, Y.-C., Kraut, R. E., & Mohr, D. C. (2023) · npj Digital Medicine · doi:10.1038/s41746-023-00979-5 · Cited by 598 · see citing works
Self-citationCan Large Language Models Transform Computational Social Science?
Ziems, C., Held, W., Shaikh, O., Chen, J., Zhang, Z., & Yang, D. (2024) · Computational Linguistics · doi:10.1162/coli_a_00502 · Cited by 585 · see citing works
Turkle, S. (2005) · The MIT Press eBooks · doi:10.7551/mitpress/6115.001.0001 · Cited by 567 · see citing works
Sharing the small moments: ephemeral social interaction on Snapchat
Bayer, J., Ellison, N. B., Schoenebeck, S. Y., & Falk, E. B. (2015) · Information Communication & Society · doi:10.1080/1369118x.2015.1084349 · Cited by 553 · see citing works
Patterns of emotions a new analysis of anxiety and depression
Izard, C. E., Bartlett, E. S., & Marshall, A. G. (1972) · Cited by 530 · see citing works
Exploring relationship development with social chatbots: A mixed-method study of replika
Pentina, I., Hancock, T., & Xie, T. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107600 · Cited by 522 · see citing works
Parkinson, B. (1996) · British Journal of Psychology · doi:10.1111/j.2044-8295.1996.tb02615.x · Cited by 521 · see citing works
My AI Friend: How Users of a Social Chatbot Understand Their Human–AI Friendship
Brandtzaeg, P. B., Skjuve, M., & Følstad, A. (2022) · Human Communication Research · doi:10.1093/hcr/hqac008 · Cited by 490 · see citing works
Toward a Working Definition of Emotion
Mulligan, K., & Scherer, K. R. (2012) · Emotion Review · doi:10.1177/1754073912445818 · Cited by 470 · see citing works
User Experiences of Social Support From Companion Chatbots in Everyday Contexts: Thematic Analysis
Ta, V., Griffith, C., Boatfield, C., Wang, X., Civitello, M., Bader, H., DeCero, E., & Loggarakis, A. (2020) · Journal of Medical Internet Research · doi:10.2196/16235 · Cited by 461 · see citing works
Should Machines Express Sympathy and Empathy? Experiments with a Health Advice Chatbot
Liu, B., & Sundar, S. S. (2018) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2018.0110 · Cited by 447 · see citing works
Laestadius, L., Bishop, A., Gonzalez, M., Illenčík, D., & Campos-Castillo, C. (2024) · New Media & Society · doi:10.1177/14614448221142007 · Cited by 420 · see citing works
"I Hear You, I Feel You": Encouraging Deep Self-disclosure through a Chatbot
Lee, Y.-C., Yamashita, N., Huang, Y., & Fu, W. (2020) · Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376175 · Cited by 339 · see citing works
The media inequality: Comparing the initial human-human and human-AI social interactions
Mou, Y., & Xu, K. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.02.067 · Cited by 337 · see citing works
CARER: Contextualized Affect Representations for Emotion Recognition
Saravia, E., Liu, H.-C. T., Huang, Y.-H., Wu, J., & Chen, Y.-S. (2018) · Conference on Empirical Methods in Natural Language Processing (EMNLP) · doi:10.18653/v1/d18-1404 · Cited by 337 · see citing works
Emotional Support from AI Chatbots: Should a Supportive Partner Self-Disclose or Not?
Meng, J., & Dai, Y. H. (2021) · Journal of Computer-Mediated Communication · doi:10.1093/jcmc/zmab005 · Cited by 325 · see citing works
Stein, J., & Ohler, P. (2016) · Cognition · doi:10.1016/j.cognition.2016.12.010 · Cited by 297 · see citing works
Croes, E. A. J., & Antheunis, M. L. (2021) · Journal of Social and Personal Relationships · doi:10.1177/0265407520959463 · Cited by 291 · see citing works
A longitudinal study of human–chatbot relationships
Skjuve, M., Følstad, A., Fostervold, K. I., & Brandtzaeg, P. B. (2022) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2022.102903 · Cited by 253 · see citing works
Close Encounters: Communication in Relationships
Guerrero, L. K., Andersen, P. E., & Afifi, W. A. (2007) · Medical Entomology and Zoology · Cited by 246 · see citing works
Emotions as Evaluative Feelings
Helm, B. W. (2009) · Emotion Review · doi:10.1177/1754073909103593 · Cited by 225 · see citing works
Jin, S. V., & Youn, S. (2023) · International Journal of Human–Computer Interaction · doi:10.1080/10447318.2022.2129277 · Cited by 201 · see citing works
Social Responses to Media Technologies in the 21st Century: The Media are Social Actors Paradigm
Lombard, M., & Xu, K. (2021) · Human-Machine Communication · doi:10.30658/hmc.2.2 · Cited by 199 · see citing works
Stock‐Homburg, R. (2021) · International Journal of Social Robotics · doi:10.1007/s12369-021-00778-6 · Cited by 199 · see citing works
Chin, H., Song, H., Baek, G., Shin, M., Jung, C., Cha, M., Choi, J., & Cha, C. (2023) · Journal of Medical Internet Research · doi:10.2196/51712 · Cited by 170 · see citing works
Jiang, Q., Zhang, Y., & Pian, W. (2022) · Information Processing & Management · doi:10.1016/j.ipm.2022.103074 · Cited by 165 · see citing works
Not All Moods Are Created Equal! Exploring Human Emotional States in Social Media
Choudhury, M. D., Counts, S., & Gamon, M. (2021) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v6i1.14279 · Cited by 163 · see citing works
Hall, J. A., & Davis, D. C. (2016) · Communication Theory · doi:10.1111/comt.12106 · Cited by 134 · see citing works
A Longitudinal Study of Self-Disclosure in Human–Chatbot Relationships
Skjuve, M. B., Følstad, A., & Brandtzæg, P. B. (2023) · Interacting with Computers · doi:10.1093/iwc/iwad022 · Cited by 96 · see citing works
What Are Meaningful Social Interactions in Today’s Media Landscape? A Cross-Cultural Survey
Litt, E., Zhao, S., Kraut, R. E., & Burke, M. (2020) · Social Media + Society · doi:10.1177/2056305120942888 · Cited by 83 · see citing works
Searching for questions, original thoughts, or advancing theory: Human-machine communication
Spence, P. R. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.09.014 · Cited by 80 · see citing works
Loveys, K., Hiko, C., Sagar, M. A., Zhang, X., & Broadbent, E. (2022) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2021.102771 · Cited by 67 · see citing works
Troiano, E., Oberländer, L., & Klinger, R. (2022) · Computational Linguistics · doi:10.1162/coli_a_00461 · Cited by 54 · see citing works
Barrett, L. F. (2011) · Psihologijske teme · Cited by 48 · see citing works
Desirable or Distasteful? Exploring Uncertainty in Human-Chatbot Relationships
Pan, S., Cui, J., & Mou, Y. (2024) · International Journal of Human–Computer Interaction · doi:10.1080/10447318.2023.2256554 · Cited by 44 · see citing works
Emotional affordances for human–robot interaction
Vallverdú, J., & Trovato, G. (2016) · Adaptive Behavior · doi:10.1177/1059712316668238 · Cited by 40 · see citing works
Lexicon-Based Methods vs. BERT for Text Sentiment Analysis
Kotelnikova, A., Paschenko, D., Bochenina, K., & Котельников, Е. В. (2022) · Lecture notes in computer science · doi:10.1007/978-3-031-16500-9_7 · Cited by 36 · see citing works
Li, R., Kingsley, S., Fan, C., Sinha, P., Wai, N., Lee, J., Shen, H., Eslami, M., & Hong, J. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3582074 · Cited by 31 · see citing works
On the Praxes and Politics of AI Speech Emotion Recognition
Kang, E. B. (2023) · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · doi:10.1145/3593013.3594011 · Cited by 16 · see citing works
Exploring Collaborative Design Behavior in Virtual Reality Based on Inter-Brain Synchrony
Pan, Z., Wang, Z., Zhou, X., Zhao, L., Hu, D., & Wang, Y. (2023) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2023.2279419 · Cited by 9 · see citing works
Affect Research in Human–Machine Communication: The Case of Social Robots
Rodríguez-Hidalgo, C. (2023) · SAGE Publications Ltd eBooks · doi:10.4135/9781529782783.n35 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 10
- De Graaf, M., & Peter, J. (2023). Human social relationships with robots. The SAGE Handbook of Human-Machine Communication, 435-442.
- Grootendorst, M. (2022). BERTopic: Neural topic modeling with a class-based TF-IDF procedure. arXiv preprint arXiv: 2203.05794. · arXiv
- Mimno, D., Wallach, H. M., Talley, E. et al. (2011). Optimizing seman- tic coherence in topic models. Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, 262-272.
- Nass, C., Steuer, J., & Tauber, E. R. (1994). Computers are social actors. Proceedings of the SIGCHI conference on Human factors in computing systems, 72-78.
- O'brien, E., & Ward, K. P. (2021). Parenting during COVID-19: A sen- timent and topic modeling analysis off reddit data. PsyArXiv, https://doi.org/10.31234/osf.io/4ukmd. · DOI
- Schwarz, N., Groves, R. M., & Schuman, H. (1998). Survey methods. In D.T. Gilbert, S.T. Fiske, & G. Lindzey (Eds.), The Handbook of Social Psychology (pp.143-179).
- Spence, P. R., Westerman, D., & Luo, Z. (2023). Observing communi- cation with machines. The SAGE Handbook of Human Machine Communication, 220-227.
- Stark, L., & Hoey, J. (2021). The ethics of emotion in artificial intelli- gence systems. Proceedings of the 2021 ACM conference on fair- ness, accountability, and transparency, 782-793.
- van Wezel, M. M. C., Croes, E. A. J., & Antheunis, M. L. (2021). "I'm here for you": Can social chatbots truly support their users? A liter- ature review. Chatbot Research and Design, 96-113.
- Weidinger, L., Mellor, J., Rauh, M., … &Gabriel, I. (2021). Ethical and social risks of harm from language models. arXiv preprint arXiv: 2112.04359. · arXiv
Cited by
Sorted by citations
Zhang, R., Li, H., Meng, H., Zhan, J., Gan, H., & Lee, Y.-C. (2025) · Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713429 · Cited by 123 · see citing works
Self-citationCan Generative AI Chatbots Emulate Human Connection? A Relationship Science Perspective
Smith, M. G., Bradbury, T. N., & Karney, B. R. (2025) · Perspectives on Psychological Science · doi:10.1177/17456916251351306 · Cited by 88 · see citing works
Trust in AI chatbots: A systematic review
Ng, S. W. T., & Zhang, R. (2025) · Telematics and Informatics · doi:10.1016/j.tele.2025.102240 · Cited by 92 · see citing works
Self-citationWhat makes you attached to social companion AI? A two-stage exploratory mixed-method study
Hu, D., Lan, Y., Yan, H., & Chen, C. W. (2025) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2025.102890 · Cited by 70 · see citing works
Zhang, Q., Zhang, R., Xiong, Y., Sui, Y., Tong, C., & Lin, F.-H. (2025) · Journal of Medical Internet Research · doi:10.2196/78238 · Cited by 56 · see citing works
Self-citationPotential and pitfalls of romantic Artificial Intelligence (AI) companions: A systematic review
Ho, J. Q. H., Hu, M., Chen, T. X., & Hartanto, A. (2025) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2025.100715 · Cited by 64 · see citing works
Yankouskaya, A., Babiker, A., Rizvi, S., Alshakhsi, S., Liebherr, M., & Ali, R. (2025) · ACM Transactions on the Web · doi:10.1145/3765895 · Cited by 32 · see citing works
AI-mediated social support: the prospect of human–AI collaboration
Meng, J., Zhang, R., Qin, J., Lee, Y.-J., & Lee, Y. (2025) · Journal of Computer-Mediated Communication · doi:10.1093/jcmc/zmaf013 · Cited by 24 · see citing works
Self-citationWhen algorithms meet emotions: Understanding consumer satisfaction in AI companion applications
Silayach, N., Ray, R. K., Singh, N. K., Dash, D. P., & Singh, A. K. (2025) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2025.104298 · Cited by 21 · see citing works
Čekić, E. (2025) · International Journal of Psychology · doi:10.47604/ijp.3320 · Cited by 20 · see citing works
Fan, X., Xiao, Q., Zhou, X., Pei, J., Sap, M., Lu, Z., & Shen, H. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713477 · Cited by 23 · see citing works
`My Dataset of Love': A Preliminary Mixed-Method Exploration of Human-AI Romantic Relationships
Wang, X., Pang, C. C., & Hui, P. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3757532 · Cited by 21 · see citing works
Zou, W., Liu, Z., & Lin, C. (2025) · Information Communication & Society · doi:10.1080/1369118x.2025.2508394 · Cited by 15 · see citing works
The Impact of Learning About AI Advancements on Trust
Nikolova, M., & Angrisani, M. (2025) · Technology in Society · doi:10.1016/j.techsoc.2025.102958 · Cited by 13 · see citing works
Abdelwahed, A. E., El-Nasser, M. A., Heih, O. Q., Suleiman, A. M., Khader, A. M., Ibrahim, R. A., Hamad, M. R. A. F., Radwan, E., Srour, A. M., HealthTech Alliance, et al. (2025) · BMC Health Services Research · doi:10.1186/s12913-025-13832-0 · Cited by 14 · see citing works
Hung, J. W., Lee, C. K. Y., Kasturiratna, K. T. A. S., & Hartanto, A. (2026) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2026.100323 · Cited by 13 · see citing works
Nguyen, M. K., & Phan, T. A. (2026) · International Journal of Hospitality & Tourism Administration · doi:10.1080/15256480.2026.2646652 · Cited by 10 · see citing works
Interaction with AI companions and psychological well-being
Zhang, Y., Zhao, D., Hancock, J. T., Kraut, R. E., & Yang, D. (2026) · Nature Human Behaviour · doi:10.1038/s41562-026-02516-2 · Cited by 114 · see citing works
AI-enabled social support chatbot usage: flowing ambivalence and liminalities
Kéfi, H., Khelladi, I., Mani, Z., & Veg-Sala, N. (2024) · Journal of Decision System · doi:10.1080/12460125.2024.2443226 · Cited by 11 · see citing works
Roshanaei, M., Rezapour, R., & El‐Nasr, M. S. (2025) · AI & Society · doi:10.1007/s00146-025-02715-x · Cited by 32 · see citing works
Mazhar, B., Niu, J., Ren, Y., & Haq, I. U. (2026) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2026.103072 · Cited by 10 · see citing works
‘What is love?’: Exploring the feeling rules and emotion work of Chinese users in human-AI romance
Chan, K. C. T., Li, X., Liu, Y., Chen, B., & Han, Z. (2025) · International Journal of Intercultural Relations · doi:10.1016/j.ijintrel.2025.102241 · Cited by 12 · see citing works
Should ChatGPT Write Your Breakup Text? Exploring the Role of AI in Relationship Dissolution
Fu, Y., Chen, Y., Lai, Z. G. D. C., & Hiniker, A. (2025) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3757424 · Cited by 8 · see citing works
Hằng, N. P. T., Nguyen, N. T. T., & Huynh, T. B. (2026) · Discover Artificial Intelligence · doi:10.1007/s44163-026-01043-3 · Cited by 9 · see citing works
Winslow, B. D., Garibay, Ö. Ö., Goyal, T., Koon, S., Margetis, G., Salvendy, G., Shneiderman, B., Tayebi, A., & Vardoulakis, L. (2026) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2026.2641703 · Cited by 11 · see citing works
Kostka, G., & Zhou, H. (2026) · Technology in Society · doi:10.1016/j.techsoc.2026.103379 · Cited by 13 · see citing works
Jocher, J. J., & Verwiebe, R. (2026) · Social Media + Society · doi:10.1177/20563051251408917 · Cited by 7 · see citing works
Cao, B., Wen, C., & Zhang, R. (2025) · Journal of Broadcasting & Electronic Media · doi:10.1080/08838151.2025.2519730 · Cited by 8 · see citing works
Self-citationGupta, S., Saxena, S., & Kataria, S. (2025) · Psychology and Marketing · doi:10.1002/mar.70093 · Cited by 7 · see citing works
Conceptualization, operationalization, and measurement of machine companionship: a scoping review
Banks, J., & Li, Z. (2025) · Journal of Computer-Mediated Communication · doi:10.1093/jcmc/zmaf027 · Cited by 11 · see citing works
Gong, X., & Zhang, Y. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2025.2586085 · Cited by 6 · see citing works
Transforming the self: Individual-level changes arising from collaboration with generative AI
Nandagopal, S. (2025) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2025.100232 · Cited by 9 · see citing works
Li, G., Wang, Y., Zhu, H., & Zhu, M. (2025) · Service Industries Journal · doi:10.1080/02642069.2025.2592608 · Cited by 6 · see citing works
Algorithmic Emotion, Personal Data, and Informational Judgment
Park, Y. J. (2026) · SAGE Open · doi:10.1177/21582440261423010 · Cited by 6 · see citing works
Reading between the lines: LLMs match or exceed human empathic accuracy using text alone
Oded, N., Rubin, M., Genzer, S., & Perry, A. (2026) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2026.100994 · Cited by 5 · see citing works
Redefining Bias Audits for Generative AI in Health Care
Chen, I. Y., & Alsentzer, E. (2025) · NEJM AI · doi:10.1056/aip2500015 · Cited by 5 · see citing works
Fang, L., & Qiu, H. (2025) · Chinese Journal of Communication · doi:10.1080/17544750.2025.2599116 · Cited by 4 · see citing works
Rapp, A., Lodovico, C. D., & Di, L. (2026) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2026.2632156 · Cited by 4 · see citing works
Turner, T., & McTaggart, J. M. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2025.2601298 · Cited by 4 · see citing works
Lafortune, D., Lapointe, V. A., Canivet, C., Bonneau, J., Hassan, G., Boislard, M.-A., Calazana, F., Labrie, C., & Dubé, S. (2026) · Archives of Sexual Behavior · doi:10.1007/s10508-025-03356-3 · Cited by 3 · see citing works
Lee, M. J., Cuevas, S., Sajdak, A., & Taha, L. (2026) · Celebrity Studies · doi:10.1080/19392397.2026.2614456 · Cited by 3 · see citing works
Christodoulou, R. C., Papageorgiou, P. S., Pereira, A. C. L., Solomou, E. E., Papageorgiou, S. G., Vassiliou, E. K., & Georgiou, M. F. (2026) · Frontiers in Oncology · doi:10.3389/fonc.2026.1795441 · Cited by 3 · see citing works
Are AI Companions Real Companions? A BERT ‐Based Study of Replika Reviews
Gautam, C., & Kumar, P. (2026) · Journal of Consumer Behaviour · doi:10.1002/cb.70161 · Cited by 5 · see citing works
Lin, C., Zou, W., & Liu, Z. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2025.2530073 · Cited by 3 · see citing works
The AI Agent in the Room: Rethinking Consumer Decision‐Making in the Age of Autonomous AI
Bilgihan, A., Ostinelli, M., Lorenz, M. P., & Zhang, Y. (2026) · Psychology and Marketing · doi:10.1002/mar.70165 · Cited by 3 · see citing works
You and I plus AI: A qualitative exploration of replika in the context of human relationships
Rodger, K., & Field, E. F. (2025) · The Canadian Journal of Human Sexuality · doi:10.3138/cjhs-2025-0011 · Cited by 3 · see citing works
Yang, X. (2026) · International Journal of Human–Computer Interaction · doi:10.1080/10447318.2026.2618548 · Cited by 2 · see citing works
Shank, D. B. (2025) · Springer eBooks · doi:10.1007/978-3-031-86061-4_11 · Cited by 2 · see citing works
Exploring the Dark Tetrad in Human–GenAI Relationships: A Multi-Source Evaluation of GenAI Abuse
Wang, C.-Y. (2025) · Social Science Computer Review · doi:10.1177/08944393251378800 · Cited by 2 · see citing works
Lee, D. N., Lee, S., Lim, H., & Hong, H. (2025) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2025.103692 · Cited by 3 · see citing works
How AI and Humans Express Comfort Differently: A Corpus-Based Appraisal Analysis
Hu, B., & Zhang, Y. (2025) · Corpus Pragmatics · doi:10.1007/s41701-025-00204-6 · Cited by 2 · see citing works
Depounti, I., & Natale, S. (2025) · Information Communication & Society · doi:10.1080/1369118x.2025.2604668 · Cited by 2 · see citing works
Masterson, A. M. (2026) · New Media & Society · doi:10.1177/14614448251410508 · Cited by 2 · see citing works
Ubuntu, generative AI and machine-mediated relationships in South Africa
Naidoo, R. (2026) · South African Journal of Philosophy · doi:10.1080/02580136.2026.2645251 · Cited by 3 · see citing works
Song, T.-Q., Sun, B., Li, J.-S., Li, H., Yang, C.-L., Xu, Y.-J., & Lee, Y.-C. (2026) · International Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3791224 · Cited by 5 · see citing works
Self-citationTalking about mental health with AI-based digital personas: Understanding what users disclose
Carre, N., Aghakhani, S., Šipošová, B., Polónyová, M. S., Pazderová, T., & Bunge, E. L. (2026) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2026.100311 · Cited by 3 · see citing works
Forgetting how to say “Thou”: artificial intelligence and the crisis of relation
Machidon, O. M. (2026) · AI and Ethics · doi:10.1007/s43681-026-01225-w · Cited by 3 · see citing works
Artificial Resonance: AI companions as agents of social acceleration
Sommerer, T. (2026) · AI & Society · doi:10.1007/s00146-026-03179-3 · Cited by 4 · see citing works
Machines looping me: artificial intelligence, recursive selves and the ethics of de-looping
Lungu, B.-A. (2025) · AI & Society · doi:10.1007/s00146-025-02632-z · Cited by 2 · see citing works
Trust or distrust? AIGC trustworthiness and an extended analysis within nomology framework
Li, M., Du, R., Ai, S., Hunt, R. A., & Xie, J. (2025) · Data Science and Management · doi:10.1016/j.dsm.2025.09.005 · Cited by 2 · see citing works
Qin, E. L., & Lin, Z. (2026) · Humanities and Social Sciences Communications · doi:10.1057/s41599-026-07682-2 · Cited by 1 · see citing works
Reminders that chatbots are not human can be risky
Laestadius, L. I., & Campos‐Castillo, C. (2026) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2025.12.007 · Cited by 1 · see citing works
Wei, H., Xiang, B., Zheng, X., & Yang, J. (2026) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2026.2630076 · Cited by 2 · see citing works
Human–AI relationships as designed relationality: a sociotechnical model
Carpenter, J. (2026) · AI & Society · doi:10.1007/s00146-026-02908-y · Cited by 1 · see citing works
The Imitation of Intimacy: Comparing Satisfaction in Intimate Human and AI Companion Relationships
Masterson, A. M., Ye, X., Li, Y., & Robert, L. (2026) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/3776734.3794515 · Cited by 1 · see citing works
Sun, R., & Wang, C.-Y. (2026) · Current Psychology · doi:10.1007/s12144-026-09282-4 · Cited by 1 · see citing works
Gan, H., & Yeo, T. E. D. (2026) · Journal of Computer-Mediated Communication · doi:10.1093/jcmc/zmag007 · Cited by 1 · see citing works
Mazhar, B., Cao, B., Yin, Z., & Tang, W. M. (2026) · AIDS Care · doi:10.1080/09540121.2026.2675454 · Cited by 1 · see citing works
Algorithmic accommodation: linguistic alignment in human-AI relational engagement
Li, H., & Zhang, R.-W. (2026) · Communication and Change · doi:10.1007/s44382-026-00032-5 · Cited by 2 · see citing works
Self-citationMiller, V., Hill, M. J., & Moreira, T. (2026) · Communication and Change · doi:10.1007/s44382-026-00036-1 · Cited by 2 · see citing works
Technically Love: The Evolution of Human–AI Romance Discourse on Reddit
Chang, T., Huh, J., & Razi, A. (2026) · ACM Conference on Conversational User Interfaces (CUI) · doi:10.1145/3816046.3816222 · Cited by 1 · see citing works
Empathy through the Lens of Conversational Agents: A Systematic Review
Khadka, S., & Desai, S. (2026) · ACM Conference on Conversational User Interfaces (CUI) · doi:10.1145/3816046.3816220 · Cited by 1 · see citing works
Beyond transactions: engagement with generative AI chatbots and retail channel choice
Assadi, A. E. (2026) · The International Review of Retail Distribution and Consumer Research · doi:10.1080/09593969.2026.2713583 · Cited by 1 · see citing works
León-Domínguez, U., Flores-Flores, E. D., García-Jasso, A. J., Gómez-Cuéllar, M. K., Torres-Sanchez, D., & Marimon, B. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5227056 · Cited by 1 · see citing works
The Multimodal Voicings of GenAI
Väkevä, L. (2025) · Springer eBooks · doi:10.1007/978-3-031-86410-0_5
Asrar, K., & Ali, S. A. (2025) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2025.0160526
Traces as DataPreprint
Parry, D. A., & Klingelhoefer, J. (2025) · doi:10.31234/osf.io/6nctf_v1
Emotion Recognition Tools in AI-Based Play Therapy: Opportunities and Ethical ChallengesPreprint
Aghaziarati, A., & Parsakia, K. (2025) · Research Square · doi:10.21203/rs.3.rs-7157985/v1
Huo, H., Yao, J., Wang, C., Wu, R., Li, Q., & Yu, D. (2025) · Journal Of Vacation Marketing · doi:10.1177/13567667251382412
Detecting “Ripples” of AI-Human Interaction: Three Social Media CasesPreprint
Yin, M., Wang, W., & Xu, W. (2025) · Research Square · doi:10.21203/rs.3.rs-7852578/v1
Shrivastav, A., Sankathala, S., Chaturvedi, K., Saraf, A. H., Patre, K., & Das, S. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-8011-7.ch004
Huang, Y.-T., & Hsieh, Y.-J. (2025) · IEEE International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan) · doi:10.1109/icce-taiwan66881.2025.11207924
Huang, N. M., & Ho, S. S. (2025) · Science Communication · doi:10.1177/10755470251398722
Flourishing Considerations for AI
VanderWeele, T. J., & Teubner, J. D. (2026) · Information · doi:10.3390/info17010088 · Cited by 2 · see citing works
Gauci, C., & Vella, M. G. (2026) · Springer eBooks · doi:10.1007/978-3-030-68127-2_904-1
CMGNN: Cross-Modal Emotion Recognition via EEG-Face Alignment and Expert-Guided Fusion
He, R., Wen, X., Hao, Y., Zhou, M., & Cao, R. (2025) · IEEE International Conference on Bioinformatics and Biomedicine (BIBM) · doi:10.1109/bibm66473.2025.11356493
Ardiansyah, M. N., Adji, T. B., & Ardiyanto, I. (2025) · International Conference on Intelligent Cybernetics Technology & Applications (ICICyTA) · doi:10.1109/icicyta68677.2025.11362376
Love and Relationships: A Bio-Cultural Exploration in India and Beyond
Gala, J. (2026) · Springer eBooks · doi:10.1007/978-981-95-4037-2_11
Xia, H., Yang, Y., & Duan, J. (2026) · Technology in Society · doi:10.1016/j.techsoc.2026.103263
LLMs Unplugged: Teaching Resources for a ChatGPT World
Swift, B. (2026) · Australasian Computing Education Conference · doi:10.1145/3786228.3786237
The Manifestations of Presence in Chinese Young Women's Interactions With AI
Yan, X., & Ahadzadeh, A. S. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-6623-4.ch001
Reconfiguring Intimacy With AI Companions
Wenxi, W. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-6623-4.ch003
Gomez, M. G. A. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-6623-4.ch009
Quanling, E. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-6623-4.ch002
Gender, Power, and Representation in Romantic AI
Liu, Z. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-6623-4.ch004
Gan, H.-Y., Li, H., Zhan, J.-Y., & Zhang, R.-W. (2026) · New Media & Society · doi:10.1177/14614448261433959 · Cited by 2 · see citing works
Self-citationToward Natural and Companionable Virtual Agents via Cross-Temporal Emotional Modeling
Zheng, Y., Qin, F., Li, X., Huang, H., Wang, H., Wang, X., Lu, Y., & Zhang, Y. (2026) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3772318.3790917
Ethical and social dynamics in artificial intelligence and society: A bibliometric study
Игоревна, Т. Л., Gorshkova, K. L., Kolomiets, O. M., Карева, Е. Н., Zaitseva, N. A., Sokolova, E. G., & Коробкова, О. К. (2026) · Online Journal of Communication and Media Technologies · doi:10.30935/ojcmt/18475
- Authors
- Li, H., & Zhang, R.
- Affiliations
- National University of Singapore (SG)
- Corresponding author
- Zhang, Renwen
- ORCID
- Venue
- Journal of Computer-Mediated Communication
- Publisher
- Center for Open Science
- Published
- 2024-07-22
- Volume
- 29
- Issue
- 5
- ISSN
- 1083-6101 (ISSN-L)
- OpenAlex
- W4401981824
- Cited by
- 150
- References
- 61
- Citations by year
- 2026: 100 · 2025: 49 · 2024: 1
- FWCI
- 71.16
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Locations
- Journal of Computer-Mediated Communication (publishedVersion, cc-by)
- OSF Preprints (OSF Preprints) (submittedVersion, cc-by)
- Funders
- National University of Singapore
- Topics
- Social Sciences › Psychology › Social Psychology › Social Robot Interaction and HRI
- Physical Sciences › Computer Science › Artificial Intelligence › AI in Service Interactions
- Social Sciences › Psychology › Social Psychology › Attachment and Relationship Dynamics
- Keywords
- AI chatbots, human-AI relationship, self-disclosure, uncanny valley, fear, sadness, AI companionship, communication breakdown, transgression, customization, basic emotions
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review