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Information visualizations such as bar charts and line charts are very popular for exploring data and communicating insights.
Figure captioning with reasoning and sequence-level training
Charles Chen, Ruiyi Zhang, Eunyee Koh, Sungchul Kim, Scott Cohen, Tong Yu, Ryan A. Rossi, and Razvan C. Bunescu. 2019 · 1906
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Postgraphe: a system for the generation of statistical graphics and text
Massimo Fasciano and Guy Lapalme. 1996 · 1996
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Describing complex charts in natural language: A caption generation system
Vibhu O. Mittal, Johanna D. Moore, Giuseppe Carenini, and Steven Roth. 1998 · 1998
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Intentions in the coordinated generation of graphics and text from tabular data
Massimo Fasciano and Guy Lapalme. 2000 · 2000
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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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Logical natural language generation from open-domain tables
Wenhu Chen, Jianshu Chen, Yu Su, Zhiyu Chen, and William Yang Wang. 2020 · 2004
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Autobrief: an experimental system for the automatic generation of briefings in integrated text and information graphics
Nancy L Green, Giuseppe Carenini, Stephan Kerpedjiev, Joe Mattis, Johanna D Moore, and Steven F Roth. 2004 · 2004
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Totto: A controlled table-to-text generation dataset
Ankur P Parikh, Xuezhi Wang, Sebastian Gehrmann, Manaal Faruqui, Bhuwan Dhingra, Diyi Yang, and Dipanjan Das. 2020 · 2004
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Collective content selection for concept-to-text generation
Regina Barzilay and Mirella Lapata. 2005 · 2005
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Choosing words in computer-generated weather forecasts
Ehud Reiter, Somayajulu Sripada, Jim Hunter, Jin Yu, and Ian Davy. 2005 · 2005
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Information graphics: an untapped resource for digital libraries
Sandra Carberry, Stephanie Elzer, and Seniz Demir. 2006 · 2006
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An architecture for data-to-text systems
Ehud Reiter. 2007 · 2007
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Learning semantic correspondences with less supervision
Percy Liang, Michael I Jordan, and Dan Klein. 2009 · 2009
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Summarizing information graphics textually
Seniz Demir, Sandra Carberry, and Kathleen F. McCoy. 2012 · 2012
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User task adaptation in multimedia presentations
Giuseppe Carenini, Cristina Conati, Enamul Hoque, and Ben Steichen. 2013 · 2013
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Evaluating a tool for improving accessibility to charts and graphs
Leo Ferres, Gitte Lindgaard, Livia Sumegi, and Bruce Tsuji. 2013 · 2013
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The Stanford CoreNLP natural language processing toolkit
Christopher D. Manning, Mihai Surdeanu, John Bauer, Jenny Finkel, Steven J. Bethard, and David McClosky. 2014 · 2014
Cited alongside, same era.
Challenges in data-to-document generation
Sam Wiseman, Stuart M Shieber, and Alexander M Rush. 2017 · 2017
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Reference-aware language models
Zichao Yang, Phil Blunsom, Chris Dyer, and Wang Ling. 2017 · 2017
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Augmenting visualizations with interactive data facts to facilitate interpretation and communication
Arjun Srinivasan, Steven M Drucker, Alex Endert, and John Stasko. 2018 · 2018
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Datasite: Proactive visual data exploration with computation of insight-based recommendations
Zhe Cui, Sriram Karthik Badam, M Adil Yalçin, and Niklas Elmqvist. 2019 · 2019
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Enhanced transformer model for data-to-text generation
Li Gong, Josep M Crego, and Jean Senellart. 2019 · 2019
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016 · 2016
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Bridging nonlinearities and stochastic regularizers with gaussian error linear units
Dan Hendrycks and Kevin Gimpel. 2016 · 2016
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Neural text generation from structured data with application to the biography domain
Rémi Lebret, David Grangier, and Michael Auli. 2016 · 2016
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What to talk about and how? selective generation using lstms with coarse-to-fine alignment
Hongyuan Mei, TTI UChicago, Mohit Bansal, and Matthew R Walter. 2016 · 2016
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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.
Ratish Puduppully, Li Dong, and Mirella Lapata. 2019 · 2019
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Datashot: Automatic generation of fact sheets from tabular data
Yun Wang, Zhida Sun, Haidong Zhang, Weiwei Cui, Ke Xu, Xiaojuan Ma, and Dongmei Zhang. 2019 · 2019
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Answering questions about charts and generating visual explanations
Dae Hyun Kim, Enamul Hoque, and Maneesh Agrawala. 2020 · 2020
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Narrative science
Quill. 2020 · 2020
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Wordsmith by automated insights, inc
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