Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
97 tokens/sec
GPT-4o
53 tokens/sec
Gemini 2.5 Pro Pro
44 tokens/sec
o3 Pro
5 tokens/sec
GPT-4.1 Pro
47 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Gen4DS: Workshop on Data Storytelling in an Era of Generative AI (2404.01622v2)

Published 2 Apr 2024 in cs.HC, cs.AI, and cs.GR

Abstract: Storytelling is an ancient and precious human ability that has been rejuvenated in the digital age. Over the last decade, there has been a notable surge in the recognition and application of data storytelling, both in academia and industry. Recently, the rapid development of generative AI has brought new opportunities and challenges to this field, sparking numerous new questions. These questions may not necessarily be quickly transformed into papers, but we believe it is necessary to promptly discuss them to help the community better clarify important issues and research agendas for the future. We thus invite you to join our workshop (Gen4DS) to discuss questions such as: How can generative AI facilitate the creation of data stories? How might generative AI alter the workflow of data storytellers? What are the pitfalls and risks of incorporating AI in storytelling? We have designed both paper presentations and interactive activities (including hands-on creation, group discussion pods, and debates on controversial issues) for the workshop. We hope that participants will learn about the latest advances and pioneering work in data storytelling, engage in critical conversations with each other, and have an enjoyable, unforgettable, and meaningful experience at the event.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (30)
  1. Sora. https://openai.com/sora. Last accessed: Feb 24, 2024.
  2. Authoring data-driven videos with dataclips. IEEE transactions on visualization and computer graphics, 23(1):501–510, 2016.
  3. Design patterns for data comics. In Proceedings of the 2018 chi conference on human factors in computing systems, pp. 1–12, 2018.
  4. On the dangers of stochastic parrots: Can language models be too big? In Proceedings of the 2021 ACM conference on fairness, accountability, and transparency, pp. 610–623, 2021.
  5. Timelines revisited: A design space and considerations for expressive storytelling. IEEE transactions on visualization and computer graphics, 23(9):2151–2164, 2016.
  6. W. J. Carl III. Six thinking hats: Argumentativeness and response to thinking model. 1996.
  7. Talk2data: A natural language interface for exploratory visual analysis via question decomposition. ACM Transactions on Interactive Intelligent Systems, 2021.
  8. A deeper understanding of sequence in narrative visualization. IEEE Transactions on visualization and computer graphics, 19(12):2406–2415, 2013.
  9. Kineticharts: Augmenting affective expressiveness of charts in data stories with animation design. IEEE Transactions on Visualization and Computer Graphics, 28(1):933–943, 2021.
  10. Smile or scowl? looking at infographic design through the affective lens. IEEE Transactions on Visualization and Computer Graphics, 27(6):2796–2807, 2021.
  11. Affective visualization design: Leveraging the emotional impact of data. IEEE Transactions on Visualization and Computer Graphics, 2023.
  12. Negative emotions, positive outcomes? exploring the communication of negativity in serious data stories. In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems, pp. 1–14, 2022.
  13. Understanding narrative linearity for telling expressive time-oriented stories. In Proceedings of the 2021 CHI conference on human factors in computing systems, pp. 1–13, 2021.
  14. A. Satyanarayan and J. Heer. Authoring narrative visualizations with ellipsis. Computer Graphics Forum, 33(3):361–370, 2014.
  15. E. Segel and J. Heer. Narrative visualization: Telling stories with data. IEEE transactions on visualization and computer graphics, 16(6):1139–1148, 2010.
  16. Autoclips: An automatic approach to video generation from data facts. In Computer Graphics Forum, vol. 40, pp. 495–505. Wiley Online Library, 2021.
  17. Calliope: Automatic visual data story generation from a spreadsheet. IEEE Transactions on Visualization and Computer Graphics, 27(2):453–463, 2020.
  18. Communicating with motion: A design space for animated visual narratives in data videos. In Proceedings of the 2021 CHI conference on human factors in computing systems, pp. 1–13, 2021.
  19. Storytelling and visualization: An extended survey. Information, 9(3):65, 2018.
  20. Datashot: Automatic generation of fact sheets from tabular data. IEEE transactions on visualization and computer graphics, 26(1):895–905, 2019.
  21. Infonice: Easy creation of information graphics. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, pp. 1–12, 2018.
  22. Teaching data visualization and storytelling with data comic workshops. CHI EA ’19, p. 1–9. Association for Computing Machinery, New York, NY, USA, 2019. doi: 10 . 1145/3290607 . 3299043
  23. Data comics for reporting controlled user studies in human-computer interaction. IEEE Transactions on Visualization and Computer Graphics, 27(2):967–977, 2021. doi: 10 . 1109/TVCG . 2020 . 3030433
  24. Interactive data comics. IEEE Transactions on Visualization and Computer Graphics, 28(1):944–954, 2022. doi: 10 . 1109/TVCG . 2021 . 3114849
  25. Cheat sheets for data visualization techniques. CHI ’20, p. 1–13. Association for Computing Machinery, New York, NY, USA, 2020. doi: 10 . 1145/3313831 . 3376271
  26. Comparing effectiveness and engagement of data comics and infographics. CHI ’19, p. 1–12. Association for Computing Machinery, New York, NY, USA, 2019. doi: 10 . 1145/3290605 . 3300483
  27. From ‘wow’to ‘why’: Guidelines for creating the opening of a data video with cinematic styles. In Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems, pp. 1–20, 2022.
  28. Understanding 3d data videos: From screens to virtual reality. In 2023 IEEE 16th Pacific Visualization Symposium (PacificVis), pp. 197–206. IEEE, 2023.
  29. A design space for applying the freytag’s pyramid structure to data stories. IEEE Transactions on Visualization and Computer Graphics, 28(1):922–932, 2021.
  30. Z. Zhao and N. Elmqvist. The stories we tell about data: Surveying data-driven storytelling using visualization. IEEE Computer Graphics and Applications, 2023.
User Edit Pencil Streamline Icon: https://streamlinehq.com
Authors (6)
  1. Xingyu Lan (9 papers)
  2. Leni Yang (10 papers)
  3. Zezhong Wang (30 papers)
  4. Danqing Shi (12 papers)
  5. Sheelagh Carpendale (11 papers)
  6. Yun Wang (229 papers)
Citations (1)
View on Semantic Scholar

Summary

We haven't generated a summary for this paper yet.

Ai Sparkles Streamline Icon: https://streamlinehq.com Summarize Now
X Twitter Logo Streamline Icon: https://streamlinehq.com

Tweets