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Authoring data-driven articles is a complex process requiring authors to not only analyze data for insights but also craft a cohesive narrative that effectively communicates the insights.
Bars and lines: A study of graphic communication
J. Zacks and B. Tversky · 1999
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Narrative visualization: Telling stories with data
E. Segel and J. Heer · 2010
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Reverse outlining: A method for effective revision of document structure
C. L. King · 2012
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Extracting references between text and charts via crowdsourcing
N. Kong, M. A. Hearst, and M. Agrawala · 2014
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Datatone: Managing ambiguity in natural language interfaces for data visualization
T. Gao, M. Dontcheva, E. Adar, Z. Liu, and K. G. Karahalios · 2015
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More than telling a story: Transforming data into visually shared stories
B. Lee, N. H. Riche, P. Isenberg, and S. Carpendale · 2015
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Emerging and recurring data-driven storytelling techniques: Analysis of a curated collection of recent stories
C. D. Stolper, B. Lee, N. H. Riche, and J. Stasko · 2016
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Chartaccent: Annotation for data-driven storytelling
D. Ren, M. Brehmer, B. Lee, T. Höllerer, and E. K. Choe · 2017
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Assessing effects of task and data distribution on the effectiveness of visual encodings
Y. Kim and J. Heer · 2018
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Exploring interactive linking between text and visualization
S. Latif, D. Liu, and F. Beck · 2018
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Task-based effectiveness of basic visualizations
B. Saket, A. Endert, and Ç. Demiralp · 2018
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Augmenting visualizations with interactive data facts to facilitate interpretation and communication
A. Srinivasan, S. M. Drucker, A. Endert, and J. Stasko · 2018
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Authoring combined textual and visual descriptions of graph data
S. Latif, K. Su, and F. Beck · 2019
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Datashot: Automatic generation of fact sheets from tabular data
Y. Wang, Z. Sun, H. Zhang, W. Cui, K. Xu, X. Ma, and D. Zhang · 2019
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Nl4dv: A toolkit for generating analytic specifications for data visualization from natural language queries
A. Narechania, A. Srinivasan, and J. Stasko · 2020
Cited alongside, same era.
Chart-to-text: Generating natural language descriptions for charts by adapting the transformer model
J. Obeid and E. Hoque · 2020
Cited alongside, same era.
Calliope: Automatic visual data story generation from a spreadsheet
D. Shi, X. Xu, F. Sun, Y. Shi, and N. Cao · 2020
Cited alongside, same era.
Idyll studio: A structured editor for authoring interactive & data-driven articles
M. Conlen, M. Vo, A. Tan, and J. Heer · 2021
Cited alongside, same era.
Kori: Interactive synthesis of text and charts in data documents
S. Latif, Z. Zhou, Y. Kim, F. Beck, and N. W. Kim · 2021
Cited alongside, same era.
Dataparticles: Block-based and language-oriented authoring of animated unit visualizations
Y. Cao, J. L. E, Z. Chen, and H. Xia · 2023
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Choice over control: How users write with large language models using diegetic and non-diegetic prompting
H. Dang, S. Goller, F. Lehmann, and D. Buschek · 2023
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Don’t just tell me, ask me: Ai systems that intelligently frame explanations as questions improve human logical discernment accuracy over causal ai explanations
V. Danry, P. Pataranutaporn, Y. Mao, and P. Maes · 2023
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A systematic review of artificial intelligence technologies used for story writing
X. Fang, D. T. K. Ng, J. K. L. Leung, and S. K. W. Chu · 2023
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B. Li, G. Fang, Y. Yang, Q. Wang, W. Ye, W. Zhao, and S. Zhang · 2023
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Accessible visualization via natural language descriptions: A four-level model of semantic content
A. Lundgard and A. Satyanarayan · 2021
Cited alongside, same era.
Towards natural language interfaces for data visualization: A survey
L. Shen, E. Shen, Y. Luo, X. Yang, X. Hu, X. Zhang, Z. Tai, and J. Wang · 2021
Cited alongside, same era.
Leveraging text-chart links to support authoring of data-driven articles with vizflow
N. Sultanum, F. Chevalier, Z. Bylinskii, and Z. Liu · 2021
Cited alongside, same era.
Beyond text generation: Supporting writers with continuous automatic text summaries
H. Dang, K. Benharrak, F. Lehmann, and D. Buschek · 2022
Cited alongside, same era.
Sparks: Inspiration for science writing using language models
K. I. Gero, V. Liu, and L. Chilton · 2022
Cited alongside, same era.
Where to hide a stolen elephant: Leaps in creative writing with multimodal machine intelligence
N. Singh, G. Bernal, D. Savchenko, and E. Glassman · 2022
Cited alongside, same era.
Erato: Cooperative data story editing via fact interpolation
M. Sun, L. Cai, W. Cui, Y. Wu, Y. Shi, and N. Cao · 2022
Cited alongside, same era.
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H. Li, Y. Wang, Q. V. Liao, and H. Qu · 2023
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Notable: On-the-fly assistant for data storytelling in computational notebooks
H. Li, L. Ying, H. Zhang, Y. Wu, H. Qu, and Y. Wang · 2023
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Co-writing screenplays and theatre scripts with language models: Evaluation by industry professionals
P. Mirowski, K. W. Mathewson, J. Pittman, and R. Evans · 2023
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Anglekindling: Supporting journalistic angle ideation with large language models
S. Petridis, N. Diakopoulos, K. Crowston, M. Hansen, K. Henderson, S. Jastrzebski, J. V. Nickerson, and L. B. Chilton · 2023
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The future of writing in a world of artificial intelligence
J. Spencer · 2023
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A prompt pattern catalog to enhance prompt engineering with ChatGPT
J. White, Q. Fu, S. Hays, M. Sandborn, C. Olea, H. Gilbert, A. Elnashar, J. Spencer-Smith, and D. C. Schmidt · 2023
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Interpretable unified language checking
T. Zhang, H. Luo, Y.-S. Chuang, W. Fang, L. Gaitskell, T. Hartvigsen, X. Wu, D. Fox, H. Meng, and J. Glass · 2023
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Z. Zhang, J. Gao, R. S. Dhaliwal, and T. J.-J. Li · 2023
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