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Text-to-chart retrieval, enabling users to find relevant charts via natural language queries, has gained significant attention.
Tebleau public
Tableau. 2003 · 2003
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Pew research public
Pew Research. 2004 · 2004
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Chart of the day
statista. 2007 · 2007
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Our world in data
OWID. 2011 · 2011
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Learning style similarity for searching infographics
Babak Saleh, Mira Dontcheva, Aaron Hertzmann, and Zhicheng Liu. 2015 · 2015
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Effortless data exploration with zenvisage: an expressive and interactive visual analytics system
Tarique Siddiqui, Albert Kim, John Lee, Karrie Karahalios, and Aditya Parameswaran. 2016 · 2016
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Figureqa: An annotated figure dataset for visual reasoning
Samira Ebrahimi Kahou, Vincent Michalski, Adam Atkinson, Ákos Kádár, Adam Trischler, and Yoshua Bengio. 2017 · 2017
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Towards visualization recommendation systems
Manasi Vartak, Silu Huang, Tarique Siddiqui, Samuel Madden, and Aditya Parameswaran. 2017 · 2017
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Dvqa: Understanding data visualizations via question answering
Kushal Kafle, Brian Price, Scott Cohen, and Christopher Kanan. 2018 · 2018
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Deepeye: Towards automatic data visualization
Yuyu Luo, Xuedi Qin, Nan Tang, and Guoliang Li. 2018a · 2018
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Qetch: Time series querying with expressive sketches
Miro Mannino and Azza Abouzied. 2018 · 2018
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Searching the visual style and structure of d3 visualizations
Enamul Hoque and Maneesh Agrawala. 2019 · 2019
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Peax: Interactive visual pattern search in sequential data using unsupervised deep representation learning
Fritz Lekschas, Brant Peterson, Daniel Haehn, Eric Ma, Nils Gehlenborg, and Hanspeter Pfister. 2020 · 2020
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Plotqa: Reasoning over scientific plots
Nitesh Methani, Pritha Ganguly, Mitesh M Khapra, and Pratyush Kumar. 2020 · 2020
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Making data visualization more efficient and effective: a survey
Xuedi Qin, Yuyu Luo, Nan Tang, and Guoliang Li. 2020 · 2020
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Synthesizing natural language to visualization (NL2VIS) benchmarks from NL2SQL benchmarks
Yuyu Luo, Nan Tang, Guoliang Li, Chengliang Chai, Wenbo Li, and Xuedi Qin. 2021 · 2021
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Metainsight: Automatic discovery of structured knowledge for exploratory data analysis
Pingchuan Ma, Rui Ding, Shi Han, and Dongmei Zhang. 2021 · 2021
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Learning transferable visual models from natural language supervision
Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, and 1 others. 2021 · 2021
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Snowy: Recommending utterances for conversational visual analysis
Arjun Srinivasan and Vidya Setlur. 2021 · 2021
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Learned data-aware image representations of line charts for similarity search
Yuyu Luo, Yihui Zhou, Nan Tang, Guoliang Li, Chengliang Chai, and Leixian Shen. 2023 · 2023
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Olio: A semantic search interface for data repositories
Vidya Setlur, Andriy Kanyuka, and Arjun Srinivasan. 2023 · 2023
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Bolt: A natural language interface for dashboard authoring
Arjun Srinivasan and Vidya Setlur. 2023 · 2023
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Eva-clip: Improved training techniques for clip at scale
Quan Sun, Yuxin Fang, Ledell Wu, Xinlong Wang, and Yue Cao. 2023 · 2023
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Vistext: A benchmark for semantically rich chart captioning
Benny J Tang, Angie Boggust, and Arvind Satyanarayan. 2023 · 2023
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Slopeseeker: A search tool for exploring a dataset of quantifiable trends
Alexander Bendeck, Dennis Bromley, and Vidya Setlur. 2024 · 2024
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Qitong Wang and Themis Palpanas. 2021 · 2021
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Florence: A new foundation model for computer vision
Lu Yuan, Dongdong Chen, Yi-Ling Chen, Noel Codella, Xiyang Dai, Jianfeng Gao, Houdong Hu, Xuedong Huang, Boxin Li, Chunyuan Li, and 1 others. 2021 · 2021
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Chart-to-text: A large-scale benchmark for chart summarization
Shankar Kantharaj, Rixie Tiffany Ko Leong, Xiang Lin, Ahmed Masry, Megh Thakkar, Enamul Hoque, and Shafiq Joty. 2022 · 2022
Cited alongside, same era.
Zhenghao Liu, Chenyan Xiong, Yuanhuiyi Lv, Zhiyuan Liu, and Ge Yu. 2022 · 2022
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Towards natural language interfaces for data visualization: A survey
Leixian Shen, Enya Shen, Yuyu Luo, Xiaocong Yang, Xuming Hu, Xiongshuai Zhang, Zhiwei Tai, and Jianmin Wang. 2022 · 2022
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Sevi: Speech-to-visualization through neural machine translation
Jiawei Tang, Yuyu Luo, Mourad Ouzzani, Guoliang Li, and Hongyang Chen. 2022 · 2022
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Reproducible scaling laws for contrastive language-image learning
Mehdi Cherti, Romain Beaumont, Ross Wightman, Mitchell Wortsman, Gabriel Ilharco, Cade Gordon, Christoph Schuhmann, Ludwig Schmidt, and Jenia Jitsev. 2023 · 2023
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Eva-02: A visual representation for neon genesis
Yuxin Fang, Quan Sun, Xinggang Wang, Tiejun Huang, Xinlong Wang, and Yue Cao. 2024 · 2024
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jina-clip-v2: Multilingual multimodal embeddings for text and images
Andreas Koukounas, Georgios Mastrapas, Bo Wang, Mohammad Kalim Akram, Sedigheh Eslami, Michael Günther, Isabelle Mohr, Saba Sturua, Scott Martens, Nan Wang, and 1 others. 2024 · 2024
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jina-embeddings-v3: Multilingual embeddings with task lora
Saba Sturua, Isabelle Mohr, Mohammad Kalim Akram, Michael Günther, Bo Wang, Markus Krimmel, Feng Wang, Georgios Mastrapas, Andreas Koukounas, Nan Wang, and 1 others. 2024 · 2024
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Chartinsights: Evaluating multimodal large language models for low-level chart question answering
Yifan Wu, Lutao Yan, Leixian Shen, Yunhai Wang, Nan Tang, and Yuyu Luo. 2024 · 2024
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Generative AI for visualization: State of the art and future directions
Yilin Ye, Jianing Hao, Yihan Hou, Zhan Wang, Shishi Xiao, Yuyu Luo, and Wei Zeng. 2024 · 2024
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Magiclens: Self-supervised image retrieval with open-ended instructions
Kai Zhang, Yi Luan, Hexiang Hu, Kenton Lee, Siyuan Qiao, Wenhu Chen, Yu Su, and Ming-Wei Chang. 2024 · 2024
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Long-clip: Unlocking the long-text capability of clip
Beichen Zhang, Pan Zhang, Xiaoyi Dong, Yuhang Zang, and Jiaqi Wang. 2025 · 2025
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