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Captions that describe or explain charts help improve recall and comprehension of the depicted data and provide a more accessible medium for people with visual disabilities.
Figure captioning with reasoning and sequence-level training
Charles Chen, Ruiyi Zhang, Eunyee Koh, Sungchul Kim, Scott Cohen, Tong Yu, Ryan Rossi, and Razvan Bunescu. 2019b · 1906
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“So What? What’s That to Do With Me?” Expectations of People With Visual Impairments for Image Descriptions in Their Personal Photo Activities , page 1893–1906. Association for Computing Machinery, New York, NY, USA
Ju Yeon Jung, Tom Steinberger, Junbeom Kim, and Mark S. Ackerman. 2022 · 1906
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Unifying vision-and-language tasks via text generation
Jaemin Cho, Jie Lei, Hao Tan, and Mohit Bansal. 2021 · 1942
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Constructing mental models of machines from text and diagrams
Mary Hegarty and Marcel-Adam Just. 1993 · 1993
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Multimedia and comprehension: The relationship among text, animation, and captions
Andrew Large, Jamshid Beheshti, Alain Breuleux, and Andre Renaud. 1995 · 1995
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Building applied natural language generation systems
Ehud Reiter and Robert Dale. 1997 · 1997
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Bleu: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
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ROUGE: A package for automatic evaluation of summaries
Chin-Yew Lin. 2004 · 2004
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ORANGE: a method for evaluating automatic evaluation metrics for machine translation
Chin-Yew Lin and Franz Josef Och. 2004 · 2004
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A study of translation edit rate with targeted human annotation
Matthew Snover, Bonnie Dorr, Rich Schwartz, Linnea Micciulla, and John Makhoul. 2006 · 2006
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Generating textual summaries of bar charts
Seniz Demir, Sandra Carberry, and Kathleen F. McCoy. 2008 · 2008
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Effective practices for description of science content within digital talking books: Guidelines for describing stem images
Bryan Gould, Trisha O’Connell, and Geoff Freed. 2008 · 2008
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Visual analytics: Definition, process, and challenges
Daniel Keim, Gennady Andrienko, Jean-Daniel Fekete, Carsten Görg, Jörn Kohlhammer, and Guy Melançon. 2008 · 2008
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Interactive sight into information graphics
Seniz Demir, David Oliver, Edward Schwartz, Stephanie Elzer, Sandra Carberry, and Kathleen F McCoy. 2010 · 2010
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Visualization rhetoric: Framing effects in narrative visualization
Jessica Hullman and Nick Diakopoulos. 2011 · 2011
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Summarizing information graphics textually
Seniz Demir, Sandra Carberry, and Kathleen F McCoy. 2012 · 2012
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Graphical overlays: Using layered elements to aid chart reading
Nicholas Kong and Maneesh Agrawala. 2012 · 2012
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The grammar of graphics
Leland Wilkinson. 2012 · 2012
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A multi-level typology of abstract visualization tasks
Matthew Brehmer and Tamara Munzner. 2013 · 2013
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Beyond memorability: Visualization recognition and recall
Michelle A Borkin, Zoya Bylinskii, Nam Wook Kim, Constance May Bainbridge, Chelsea S Yeh, Daniel Borkin, Hanspeter Pfister, and Aude Oliva. 2015 · 2015
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From word embeddings to document distances
Matt Kusner, Yu Sun, Nicholas Kolkin, and Kilian Weinberger. 2015 · 2015
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Guiding novice web workers in making image descriptions using templates
Valerie S Morash, Yue-Ting Siu, Joshua A Miele, Lucia Hasty, and Steven Landau. 2015 · 2015
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Show and tell: A neural image caption generator
O. Vinyals, A. Toshev, S. Bengio, and D. Erhan. 2015 · 2015
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The work that visualisation conventions do
Helen Kennedy, Rosemary Lucy Hill, Giorgia Aiello, and William Allen. 2016 · 2016
Cited alongside, same era.
Vega-lite: A grammar of interactive graphics
Arvind Satyanarayan, Dominik Moritz, Kanit Wongsuphasawat, and Jeffrey Heer. 2016 · 2016
Cited alongside, same era.
Chartsense: Interactive data extraction from chart images
Daekyoung Jung, Wonjae Kim, Hyunjoo Song, Jeong-in Hwang, Bongshin Lee, Bohyoung Kim, and Jinwook Seo. 2017 · 2017
Cited alongside, same era.
Reverse-engineering visualizations: Recovering visual encodings from chart images
Jorge Poco and Jeffrey Heer. 2017 · 2017
Cited alongside, same era.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017 · 2017
Cited alongside, same era.
Challenges in data-to-document generation
Sam Wiseman, Stuart Shieber, and Alexander Rush. 2017 · 2017
Data Visualization’s Breakthrough Moment in the COVID-19 Crisis
Ben Shneiderman. 2020 · 2020
Later among the works it cites.
Neural data-driven captioning of time-series line charts
Andrea Spreafico and Giuseppe Carenini. 2020 · 2020
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Multimodal machine translation through visuals and speech
Umut Sulubacak, Ozan Caglayan, Stig-Arne Grönroos, Aku Rouhe, Desmond Elliott, Lucia Specia, and Jörg Tiedemann. 2020 · 2020
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On the dangers of stochastic parrots: Can language models be too big?
Emily M Bender, Timnit Gebru, Angelina McMillan-Major, and Shmargaret Shmitchell. 2021 · 2021
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“it’s complicated”: Negotiating accessibility and (mis) representation in image descriptions of race, gender, and disability
Cynthia L Bennett, Cole Gleason, Morgan Klaus Scheuerman, Jeffrey P Bigham, Anhong Guo, and Alexandra To. 2021 · 2021
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Cited alongside, same era.
Bottom-up and top-down attention for image captioning and visual question answering
Peter Anderson, Xiaodong He, Chris Buehler, Damien Teney, Mark Johnson, Stephen Gould, and Lei Zhang. 2018 · 2018
Cited alongside, same era.
Chart-text: A fully automated chart image descriptor
Abhijit Balaji, Thuvaarakkesh Ramanathan, and Venkateshwarlu Sonathi. 2018 · 2018
Cited alongside, same era.
Facilitating document reading by linking text and tables
Dae Hyun Kim, Enamul Hoque, Juho Kim, and Maneesh Agrawala. 2018 · 2018
Cited alongside, same era.
Frames and slants in titles of visualizations on controversial topics
Ha-Kyung Kong, Zhicheng Liu, and Karrie Karahalios. 2018 · 2018
Cited alongside, same era.
Decision making with visualizations: a cognitive framework across disciplines
Lace M Padilla, Sarah H Creem-Regehr, Mary Hegarty, and Jeanine K Stefanucci. 2018 · 2018
Cited alongside, same era.
A call for clarity in reporting BLEU scores
Matt Post. 2018 · 2018
Cited alongside, same era.
Deductive and inductive approaches to qualitative data analysis
Andrea J Bingham and Patricia Witkowsky. 2021 · 2021
Later among the works it cites.
Things which garner a ton of glowing reviews from mainstream outlets without being of much use to disabled people. For instance, Facebook’s auto image descriptions, much loved by sighted journos but famously useless in the Blind community
Chancey Fleet. 2021 · 2021
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A theoretical analysis of the repetition problem in text generation
Zihao Fu, Wai Lam, Anthony Man-Cho So, and Bei Shi. 2021 · 2021
Later among the works it cites.
Computer vision and conflicting values: Describing people with automated alt text
Margot Hanley, Solon Barocas, Karen Levy, Shiri Azenkot, and Helen Nissenbaum. 2021 · 2021
Later among the works it cites.
SciCap: Generating captions for scientific figures
Ting-Yao Hsu, C Lee Giles, and Ting-Hao Huang. 2021 · 2021
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Image descriptions’ limitations for people with visual impairments: Where are we and where are we going?
Alessandra Helena Jandrey, Duncan Dubugras Alcoba Ruiz, and Milene Selbach Silveira. 2021 · 2021
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Communicating visualizations without visuals: Investigation of visualization alternative text for people with visual impairments
Crescentia Jung, Shubham Mehta, Atharva Kulkarni, Yuhang Zhao, and Yea-Seul Kim. 2021 · 2021
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Towards understanding how readers integrate charts and captions: A case study with line charts
Dae Hyun Kim, Vidya Setlur, and Maneesh Agrawala. 2021 · 2021
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Kori: Interactive synthesis of text and charts in data documents
Shahid Latif, Zheng Zhou, Yoon Kim, Fabian Beck, and Nam Wook Kim. 2021 · 2021
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Prefix-tuning: Optimizing continuous prompts for generation
Xiang Lisa Li and Percy Liang. 2021 · 2021
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Chartocr: Data extraction from charts images via a deep hybrid framework
Junyu Luo, Zekun Li, Jinpeng Wang, and Chin-Yew Lin. 2021 · 2021
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Ethical and social risks of harm from language models
Laura Weidinger, John Mellor, Maribeth Rauh, Conor Griffin, Jonathan Uesato, Po-Sen Huang, Myra Cheng, Mia Glaese, Borja Balle, Atoosa Kasirzadeh, et al. 2021 · 2021
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Chart-to-text: A large-scale benchmark for chart summarization
Shankar Kantharaj, Rixie Tiffany Leong, Xiang Lin, Ahmed Masry, Megh Thakkar, Enamul Hoque, and Shafiq Joty. 2022 · 2022
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Accessible visualization via natural language descriptions: A four-level model of semantic content
Alan Lundgard and Arvind Satyanarayan. 2022 · 2022
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Linecap: Line charts for data visualization captioning models
Anita Mahinpei, Zona Kostic, and Chris Tanner. 2022 · 2022
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Striking a balance: Reader takeaways and preferences when integrating text and charts
Chase Stokes, Vidya Setlur, Bridget Cogley, Arvind Satyanarayan, and Marti A Hearst. 2022 · 2022
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Replication: How well do my results generalize now? the external validity of online privacy and security surveys
Jenny Tang, Eleanor Birrell, and Ada Lerner. 2022 · 2022
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ByT5: Towards a token-free future with pre-trained byte-to-byte models
Linting Xue, Aditya Barua, Noah Constant, Rami Al-Rfou, Sharan Narang, Mihir Kale, Adam Roberts, and Colin Raffel. 2022 · 2022
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