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ZINify: Transforming Research Papers into Engaging Zines with Large Language Models

Published: 29 October 2023 Publication History

Abstract

Research papers are a vital building block for scientific discussion. While these papers follow effective structures for the relevant community, they are unable to cater to novice readers and express otherwise creative ideas in creative mediums. To this end, we propose ZINify, the first approach to automatically transform research papers into engaging zines using large language models (LLM) and text-to-image generators. Following zine’s long history of supporting independent, creative expression, we propose a technique that can work with authors to build more engaging, marketable, and unconventional content that is based on their research. We believe that our work will help make research more engaging and accessible to all while helping papers stand out in crowded online venues.

References

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Yuntao Bai, Andy Jones, Kamal Ndousse, Amanda Askell, Anna Chen, Nova DasSarma, Dawn Drain, Stanislav Fort, Deep Ganguli, Tom Henighan, Nicholas Joseph, Saurav Kadavath, Jackson Kernion, Tom Conerly, Sheer El-Showk, Nelson Elhage, Zac Hatfield-Dodds, Danny Hernandez, Tristan Hume, Scott Johnston, Shauna Kravec, Liane Lovitt, Neel Nanda, Catherine Olsson, Dario Amodei, Tom Brown, Jack Clark, Sam McCandlish, Chris Olah, Ben Mann, and Jared Kaplan. 2022. Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback. ArXiv abs/2204.05862 (2022).
[2]
Stephen Duncombe. 2008. Notes from Underground: Zines and the Politics of Alternative Culture (Zinester’s Guide). Microcosm Publishing.
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Jia-Bin Huang. 2018. Deep Paper Gestalt. ArXiv abs/1812.08775 (2018).
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James T. Kajiya. 1986. The Rendering Equation. In Proceedings of the 13th Annual Conference on Computer Graphics and Interactive Techniques(SIGGRAPH ’86). Association for Computing Machinery, New York, NY, USA, 143–150.
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Mario Krenn, Lorenzo Buffoni, Bruno Coutinho, Sagi Eppel, Jacob Gates Foster, Andrew Gritsevskiy, Harlin Lee, Yichao Lu, João P. Moutinho, Nima Sanjabi, Rishi Sonthalia, Ngoc M. Tran, Francisco Valente, Yangxinyu Xie, Rose Yu, and Michael Kopp. 2022. Predicting the Future of AI with AI: High-quality link prediction in an exponentially growing knowledge network. ArXiv abs/2210.00881 (2022).
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DeepFloyd Lab. 2023. DeepFloyd IF. https://github.com/deep-floyd/I
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Andrew McNutt. 2021. On the Potential of Zines as a Medium for Visualization. In IEEE Visualization Conference (VIS). 176–180.
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Brian Resnick and Julia Belluz. 2019. The War to Free Science. https://www.vox.com/the-highlight/2019/6/3/18271538/open-access-elsevier-california-sci-hub-academic-paywalls
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Jason Schmitt. 2019. Paywalls Block Scientific Progress. Research should be open to everyone.https://www.theguardian.com/education/2019/mar/28/paywalls-block-scientific-progress-research-should-be-open-to-everyone
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Teal Triggs. 2010. Fanzines: The DIY Revolution. Chronicle Books, San Francisco, CA.

Cited By

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  • (2024)Generative AI for Self-Adaptive Systems: State of the Art and Research RoadmapACM Transactions on Autonomous and Adaptive Systems10.1145/368680319:3(1-60)Online publication date: 30-Sep-2024
  • (2024)ContextCam: Bridging Context Awareness with Creative Human-AI Image Co-CreationProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642129(1-17)Online publication date: 11-May-2024

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      Published In

      cover image ACM Conferences
      UIST '23 Adjunct: Adjunct Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology
      October 2023
      424 pages
      ISBN:9798400700965
      DOI:10.1145/3586182
      Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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      New York, NY, United States

      Publication History

      Published: 29 October 2023

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      Author Tags

      1. Generative Art
      2. Information Extraction
      3. Large Language Models
      4. Summarization
      5. Text-to-Image Generation
      6. Zines

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      • Extended-abstract
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      • Refereed limited

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      UIST '23

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      Overall Acceptance Rate 355 of 1,733 submissions, 20%

      Upcoming Conference

      UIST '25
      The 38th Annual ACM Symposium on User Interface Software and Technology
      September 28 - October 1, 2025
      Busan , Republic of Korea

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      View all
      • (2024)Generative AI for Self-Adaptive Systems: State of the Art and Research RoadmapACM Transactions on Autonomous and Adaptive Systems10.1145/368680319:3(1-60)Online publication date: 30-Sep-2024
      • (2024)ContextCam: Bridging Context Awareness with Creative Human-AI Image Co-CreationProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642129(1-17)Online publication date: 11-May-2024

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