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Living Memories: AI-Generated Characters as Digital Mementos

Published: 27 March 2023 Publication History

Abstract

Every human culture has developed practices and rituals associated with remembering people of the past - be it for mourning, cultural preservation, or learning about historical events. In this paper, we present the concept of “Living Memories”: interactive digital mementos that are created from journals, letters and data that an individual have left behind. Like an interactive photograph, living memories can be talked to and asked questions, making accessing the knowledge, attitudes and past experiences of a person easily accessible. To demonstrate our concept, we created an AI-based system for generating living memories from any data source and implemented living memories of the three historical figures “Leonardo Da Vinci”, “Murasaki Shikibu”, and “Captain Robert Scott”. As a second key contribution, we present a novel metrics scheme for evaluating the accuracy of living memory architectures and show the accuracy of our pipeline to improve over baselines. Finally, we compare the user experience and learning effects of interacting with the living memory of Leonardo Da Vinci to reading his journal. Our results show that interacting with the living memory, in addition to simply reading a journal, increases learning effectiveness and motivation to learn about the character.

References

[1]
D Arnold, A Day, J Glauert, S Haegler, V Jennings, B Kevelham, R Laycock, N Magnenat-Thalmann, Jonathan Maïm, D Maupu, 2008. Tools for populating cultural heritage environments with interactive virtual humans. In Open Digital Cultural Heritage Systems Conference, Vol. 25. 25.
[2]
Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, and Dario Amodei. 2020. Language Models are Few-Shot Learners. arxiv:2005.14165 [cs.CL]
[3]
Paul A Cantor. 2004. Shakespeare: Hamlet. (2004).
[4]
Chih-Ming Chen, Huimei Liu, and Hong-Bin Huang. 2019. Effects of a mobile game-based English vocabulary learning app on learners’ perceptions and learning performance: A case study of Taiwanese EFL learners. ReCALL 31, 2 (2019), 170–188.
[5]
Diana Cordova and Mark Lepper. 1996. Intrinsic Motivation and the Process of Learning: Beneficial Effects of Contextualization, Personalization, and Choice. Journal of Educational Psychology 88 (12 1996), 715–730. https://doi.org/10.1037/0022-0663.88.4.715
[6]
Valdemar Danry, Pat Pataranutaporn, Yaoli Mao, and Pattie Maes. 2020. Wearable Reasoner: towards enhanced human rationality through a wearable device with an explainable AI assistant. In Proceedings of the Augmented Humans International Conference. 1–12.
[7]
Derek Abella. 2022. How to Hold a Virtual Memorial Service. https://www.nytimes.com/2021/01/14/well/family/virtual-funeral-advice.html, Last accessed on 2022-10-15.
[8]
Eugenia Kuyda. 2020. Speak, Memory. https://www.theverge.com/a/luka-artificial-intelligence-memorial-roman-mazurenko-bot, Last accessed on 2022-10-15.
[9]
Jason Fagone. 2021. He couldn’t get over his fiancee’s death. so he brought her back as an A.I. Chatbot. https://www.sfchronicle.com/projects/2021/jessica-simulation-artificial-intelligence/
[10]
Fast Company. 2022. Why Amazon’s ‘dead grandma’ Alexa is just the beginning for voice cloning. https://www.fastcompany.com/90775427/amazon-grandma-alexa-evolution-text-to-speech, Last accessed on 2022-10-15.
[11]
Scott Hayden. 2020. Mother Meets Recreation of Her Deceased Child in VR. (2020). https://www.roadtovr.com/mother-meets-recreation-of-deceased-child-in-vr/, Last accessed on 2021-01-24.
[12]
Ziwei Ji, Nayeon Lee, Rita Frieske, Tiezheng Yu, Dan Su, Yan Xu, Etsuko Ishii, Yejin Bang, Andrea Madotto, and Pascale Fung. 2022. Survey of hallucination in natural language generation. arXiv preprint arXiv:2202.03629(2022).
[13]
Ye Jia, Yu Zhang, Ron Weiss, Quan Wang, Jonathan Shen, Fei Ren, Patrick Nguyen, Ruoming Pang, Ignacio Lopez Moreno, Yonghui Wu, 2018. Transfer learning from speaker verification to multispeaker text-to-speech synthesis. Advances in neural information processing systems 31 (2018), 4480–4490.
[14]
Tushar Khot, Daniel Khashabi, Kyle Richardson, Peter Clark, and Ashish Sabharwal. 2020. Text modular networks: Learning to decompose tasks in the language of existing models. arXiv preprint arXiv:2009.00751(2020).
[15]
David Kirk and Richard Banks. 2008. On the design of technology heirlooms. SIMTech’08 (2008).
[16]
Liliana Laranjo, Adam G Dunn, Huong Ly Tong, Ahmet Baki Kocaballi, Jessica Chen, Rabia Bashir, Didi Surian, Blanca Gallego, Farah Magrabi, Annie YS Lau, 2018. Conversational agents in healthcare: a systematic review. Journal of the American Medical Informatics Association 25, 9(2018), 1248–1258.
[17]
Juncen Li, Robin Jia, He He, and Percy Liang. 2018. Delete, Retrieve, Generate: a Simple Approach to Sentiment and Style Transfer. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers). Association for Computational Linguistics, New Orleans, Louisiana, 1865–1874. https://doi.org/10.18653/v1/N18-1169
[18]
Xiaodong Lin-Siegler, Janet N Ahn, Jondou Chen, Fu-Fen Anny Fang, and Myra Luna-Lucero. 2016. Even Einstein struggled: Effects of learning about great scientists’ struggles on high school students’ motivation to learn science.Journal of Educational Psychology 108, 3 (2016), 314.
[19]
Octavian M Machidon, Mihai Duguleana, and Marcello Carrozzino. 2018. Virtual humans in cultural heritage ICT applications: A review. Journal of Cultural Heritage 33 (2018), 249–260.
[20]
Federica Maietti, Roberto Di Giulio, Marcello Balzani, Emanuele Piaia, Marco Medici, and Federico Ferrari. 2017. Digital memory and integrated data capturing: innovations for an inclusive cultural heritage in Europe through 3D semantic modelling. Mixed reality and gamification for cultural heritage (2017), 225–244.
[21]
Marius Ursache. 2022. The journey to digital immortality. https://medium.com/@mariusursache/the-journey-to-digital-immortality-33fcbd79949, Last accessed on 2022-10-15.
[22]
Michael Massimi and Ronald M Baecker. 2011. Dealing with death in design: developing systems for the bereaved. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (2011), 1001–1010.
[23]
Michael Massimi, Will Odom, David Kirk, and Richard Banks. 2010. HCI at the end of life: understanding death, dying, and the digital. CHI’10 Extended Abstracts on Human Factors in Computing Systems (2010), 4477–4480.
[24]
M McTear, Z Callejas, and D Griol. 2016. The Conversational Interface: Talking to Smart Devices: Springer International Publishing. org/10.1007/978-3-319-32967-3 (2016).
[25]
Kevin Meng, David Bau, Alex J Andonian, and Yonatan Belinkov. 2022. Locating and editing factual associations in gpt. In Advances in Neural Information Processing Systems.
[26]
Mihaela Mihailova. 2021. To dally with Dalí: Deepfake (Inter) faces in the art museum. Convergence 27, 4 (2021), 882–898.
[27]
Frank D Naylor. 1981. A state-trait curiosity inventory. Australian Psychologist 16, 2 (1981), 172–183.
[28]
Daniel Nettle, Suzanne Romaine, 2000. Vanishing voices: The extinction of the world’s languages. Oxford University Press on Demand.
[29]
Benjamin D Nye, Dan M Davis, Sanad Z Rizvi, Kayla Carr, William Swartout, Raj Thacker, and Kenneth Shaw. 2020. Feasibility and usability of MentorPal, a framework for rapid development of virtual mentors. Journal of Research on Technology in Education (2020), 1–23.
[30]
William Odom, James Pierce, Erik Stolterman, and Eli Blevis. 2009. Understanding why we preserve some things and discard others in the context of interaction design. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (2009), 1053–1062.
[31]
Pat Pataranutaporn, Valdemar Danry, Joanne Leong, Parinya Punpongsanon, Dan Novy, Pattie Maes, and Misha Sra. 2021. AI-generated characters for supporting personalized learning and well-being. Nature Machine Intelligence 3, 12 (2021), 1013–1022.
[32]
Pat Pataranutaporn, Valdemar Danry, and Pattie Maes. 2021. Machinoia, Machine of Multiple Me: Integrating with Past, Future and Alternative Selves. In Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems. 1–7.
[33]
Pat Pataranutaporn, Joanne Leong, Valdemar Danry, Alyssa P Lawson, Pattie Maes, and Misha Sra. 2022. AI-Generated Virtual Instructors Based on Liked or Admired People Can Improve Motivation and Foster Positive Emotions for Learning. In 2022 IEEE Frontiers in Education Conference (FIE). IEEE, 1–9.
[34]
Pat Pataranutaporn, Bank Ngamarunchot, Korakot Chaovavanich, Sornchai Chatwiriyachai, Potiwat Ngamkajornwiwat, Nutchanon Ninyawee, and Werasak Surareungchai. 2019. Buddha Bot: The Exploration of Embodied Spiritual Machine in Chatbot. Proceedings of the Future Technologies Conference (2019), 589–595.
[35]
Pat Pataranutaporn, Tomás Vega Gálvez, Lisa Yoo, Abishkar Chhetri, and Pattie Maes. 2020. Wearable wisdom: an intelligent audio-based system for mediating wisdom and advice. In Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing Systems. 1–8.
[36]
Nicole M Radziwill and Morgan C Benton. 2017. Evaluating quality of chatbots and intelligent conversational agents. arXiv preprint arXiv:1704.04579(2017).
[37]
Nils Reimers and Iryna Gurevych. 2019. Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks. Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (11 2019). http://arxiv.org/abs/1908.10084
[38]
Jean Paul Richter 1970. The notebooks of Leonardo da Vinci. Vol. 2. Courier Corporation.
[39]
Dan Robitzski. 2021. OpenAI shuts down GPT-3 bot used to emulate dead fiancée. https://futurism.com/openai-dead-fiancee
[40]
Elayne Ruane, Abeba Birhane, and Anthony Ventresque. 2019. Conversational AI: Social and Ethical Considerations.AICS (2019), 104–115.
[41]
Maggi Savin-Baden and David Burden. 2019. Digital immortality and virtual humans. Postdigital Science and Education 1, 1 (2019), 87–103.
[42]
Robert Falcon Scott. 1913. Scott’s last expedition. Vol. 1. Macmillan.
[43]
Simon Sénécal, Nedjma Cadi, Marlène Arévalo, and Nadia Magnenat-Thalmann. 2017. Modelling life through time: cultural heritage case studies. Mixed Reality and Gamification for Cultural Heritage (2017), 395–419.
[44]
Murasaki Shikibu. 1996. The Diary of Lady Murasaki. Penguin UK.
[45]
Aliaksandr Siarohin, Stéphane Lathuilière, Sergey Tulyakov, Elisa Ricci, and Nicu Sebe. 2019. First order motion model for image animation. Advances in Neural Information Processing Systems (2019), 7137–7147.
[46]
Lesley Stahl. 2022. Artificial intelligence preserving our ability to converse with Holocaust survivors even after they die. CBS News (Mar 2022). https://www.cbsnews.com/news/holocaust-stories-artificial-intelligence-60-minutes-2022-03-27/
[47]
Ross Taylor, Marcin Kardas, Guillem Cucurull, Thomas Scialom, Anthony Hartshorn, Elvis Saravia, Andrew Poulton, Viktor Kerkez, and Robert Stojnic. 2022. Galactica: A large language model for science. arXiv preprint arXiv:2211.09085(2022).
[48]
Ruben Tolosana, Ruben Vera-Rodriguez, Julian Fierrez, Aythami Morales, and Javier Ortega-Garcia. 2020. DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection. arxiv:2001.00179 [cs.CV]
[49]
David Traum, Andrew Jones, Kia Hays, Heather Maio, Oleg Alexander, Ron Artstein, Paul Debevec, Alesia Gainer, Kallirroi Georgila, Kathleen Haase, 2015. New Dimensions in Testimony: Digitally preserving a Holocaust survivor’s interactive storytelling. International Conference on Interactive Digital Storytelling (2015), 269–281.
[50]
TV tropes. 2022. Spirit Advisor. https://tvtropes.org/pmwiki/pmwiki.php/Main/SpiritAdvisor, Last accessed on 2022-10-15.
[51]
Konstantinos Vougioukas, Stavros Petridis, and Maja Pantic. 2018. End-to-end speech-driven facial animation with temporal gans. arXiv preprint arXiv:1805.09313(2018).
[52]
Mika Westerlund. 2019. The emergence of deepfake technology: A review. Technology Innovation Management Review 9, 11 (2019).
[53]
Wikipedia. 2020. Legal response to deepfakes. https://en.wikipedia.org/wiki/Deepfake, Last accessed on 2020-06-24.
[54]
Wikipedia. 2022. Star Wars. http://en.wikipedia.org/w/index.php?title=Star%20Wars&oldid=1113419374, Last accessed on 2022-10-15.
[55]
Wenda Xu, Michael Saxon, Misha Sra, and William Yang Wang. 2022. Self-Supervised Knowledge Assimilation for Expert-Layman Text Style Transfer. Proceedings of the AAAI Conference on Artificial Intelligence 36, 10 (Jun. 2022), 11566–11574. https://doi.org/10.1609/aaai.v36i10.21410
[56]
Yu Zhang, Ron J Weiss, Heiga Zen, Yonghui Wu, Zhifeng Chen, RJ Skerry-Ryan, Ye Jia, Andrew Rosenberg, and Bhuvana Ramabhadran. 2019. Learning to speak fluently in a foreign language: Multilingual speech synthesis and cross-language voice cloning. arXiv preprint arXiv:1907.04448(2019).

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Published In

cover image ACM Conferences
IUI '23: Proceedings of the 28th International Conference on Intelligent User Interfaces
March 2023
972 pages
ISBN:9798400701061
DOI:10.1145/3581641
This work is licensed under a Creative Commons Attribution International 4.0 License.

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Published: 27 March 2023

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Author Tags

  1. AI
  2. AI-Generated Characters
  3. Human-AI Interaction

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