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Information visualizations such as bar charts and line charts are very common for analyzing data and discovering critical insights.
Data interpretation over plots
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Understanding pen and touch interaction for data exploration on interactive whiteboards
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Contextifier: automatic generation of annotated stock visualizations
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Visjockey: Enriching data stories through orchestrated interactive visualization
Kwon B. C., Stoffel F., Jäckle D., Lee B., Keim D · 2014
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Visualization Analysis and Design
Munzner T · 2014
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Fulda J., Brehmer M., Munzner T · 2015
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Datatone: Managing ambiguity in natural language interfaces for data visualization
Gao T., Dontcheva M., Adar E., Liu Z., Karahalios K. G · 2015
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Compositional semantic parsing on semi-structured tables
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Voyager: Exploratory analysis via faceted browsing of visualization recommendations
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Supporting visual exploration for multiple users in large display environments
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Eviza: A natural language interface for visual analysis
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Visual dialog
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Converting basic d3 charts into reusable style templates
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Mask r-cnn
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Search-based neural structured learning for sequential question answering
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Extracting and retargeting color mappings from bitmap images of visualizations
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A simple neural network module for relational reasoning
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Seq2sql: Generating structured queries from natural language using reinforcement learning, 2017
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Evaluating data-driven stories and storytelling tools
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Beagle: Automated extraction and interpretation of visualizations from the web
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When david meets goliath: Combining smartwatches with a large vertical display for visual data exploration
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Evaluating ‘graphical perception’with cnns
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Facilitating document reading by linking text and tables
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Figureqa: An annotated figure dataset for visual reasoning
Kahou S. E., Michalski V., Atkinson A., Ákos Kádár, Trischler A., Bengio Y · 2018
Answering questions about data visualizations using efficient bimodal fusion
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Nl4dv: A toolkit for generating analytic specifications for data visualization from natural language queries
Narechania A., Srinivasan A., Stasko J · 2020
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Chart-to-text: Generating natural language descriptions for charts by adapting the transformer model
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Neural data-driven captioning of time-series line charts
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Sneak pique: Exploring autocompletion as a data discovery scaffold for supporting visual analysis
Setlur V., Hoque E., Kim D. H., Chang A. X · 2020
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Dvqa: Understanding data visualizations via question answering
Kafle K., Price B., Cohen S., Kanan C · 2018
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Valletto: A multimodal interface for ubiquitous visual analytics
Kassel J.-F., Rohs M · 2018
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Rich representations of visual content for screen reader users
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Flipdial: A generative model for two-way visual dialogue
Massiceti D., Siddharth N., Dokania P. K., Torr P. H · 2018
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Coupling story to visualization: Using textual analysis as a bridge between data and interpretation
Metoyer R., Zhi Q., Janczuk B., Scheirer W · 2018
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Coqa: A conversational question answering challenge
Reddy S., Chen D., Manning C. D · 2018
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Srinivasan A., Lee B., Henry Riche N., Drucker S. M., Hinckley K · 2020
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STL-CQA: Structure-based transformers with localization and encoding for chart question answering
Singh H., Shekhar S · 2020
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How to ask what to say?: Strategies for evaluating natural language interfaces for data visualization
Srinivasan A., Stasko J · 2020
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Touch? speech? or touch and speech? investigating multimodal interaction for visual network exploration and analysis
Saktheeswaran A., Srinivasan A., Stasko J · 2020
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Calliope: Automatic visual data story generation from a spreadsheet
Shi D., Xu X., Sun F., Shi Y., Cao N · 2020
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Plotthread: Creating expressive storyline visualizations using reinforcement learning
Tang T., Li R., Wu X., Liu S., Knittel J., Koch S., Yu L., Ren P., Ertl T., Wu Y · 2020
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A survey on automatic infographics and visualization recommendations
Zhu S., Sun G., Jiang Q., Zha M., Liang R · 2020
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An affinity-driven relation network for figure question answering
Zou J., Wu G., Xue T., Wu Q · 2020
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Vis30k: A collection of figures and tables from ieee visualization conference publications
Chen J., Ling M., Li R., Isenberg P., Isenberg T., Sedlmair M., Moller T., Laramee R. S., Shen H.-W., Wunsche K., et al · 2021
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Unifying vision-and-language tasks via text generation
Cho J., Lei J., Tan H., Bansal M · 2021
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An image is worth 16x16 words: Transformers for image recognition at scale
Dosovitskiy A., Beyer L., Kolesnikov A., Weissenborn D., Zhai X., Unterthiner T., Dehghani M., Minderer M., Heigold G., Gelly S., Uszkoreit J., Houlsby N · 2021
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Automatic narrative summarization for visualizing cyber security logs and incident reports
Gove R · 2021
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A survey of deep learning-based visual question answering
Huang T.-y., Yang Y.-l., Yang X.-j · 2021
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Accessible visualization: Design space, opportunities, and challenges
Kim N. W., Joyner S. C., Riegelhuth A., Kim Y · 2021
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Complex knowledge base question answering: A survey
Lan Y., He G., Jiang J., Jiang J., Zhao W. X., Wen J.-R · 2021
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Advisor: Automatic visualization answer for natural-language question on tabular data
Liu C., Han Y., Jiang R., Yuan X · 2021
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Align before fuse: Vision and language representation learning with momentum distillation
Li J., Selvaraju R. R., Gotmare A. D., Joty S., Xiong C., Hoi S · 2021
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Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks
Luo Y., Tang N., Li G., Chai C., Li W., Qin X · 2021
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Natural language to visualization by neural machine translation
Luo Y., Tang N., Li G., Tang J., Chai C., Qin X · 2021
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A survey of visual transformers
Liu Y., Zhang Y., Wang Y., Hou F., Yuan J., Tian J., Zhang Y., Shi Z., Fan J., He Z · 2021
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Integrating image data extraction and table parsing methods for chart question answering
Masry A., Hoque E · 2021
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Collecting and characterizing natural language utterances for specifying data visualizations
Srinivasan A., Nyapathy N., Lee B., Drucker S. M., Stasko J · 2021
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Towards natural language interfaces for data visualization: A survey
Shen L., Shen E., Luo Y., Yang X., Hu X., Zhang X., Tai Z., Wang J · 2021
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Deep colormap extraction from visualizations
Yuan L.-P., Zeng W., Fu S., Zeng Z., Li H., Fu C.-W., Qu H · 2021
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Retrieving and reading: A comprehensive survey on open-domain question answering
Zhu F., Lei W., Wang C., Zheng J., Poria S., Chua T.-S · 2021
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An evaluation-focused framework for visualization recommendation algorithms
Zeng Z., Moh P., Du F., Hoffswell J., Lee T. Y., Malik S., Koh E., Battle L · 2021
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Chartstory: Automated partitioning, layout, and captioning of charts into comic-style narratives
Zhao J., Xu S., Chandrasegaran S., Bryan C., Du F., Mishra A., Qian X., Li Y., Ma K.-L · 2021
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Accessible Visualization via Natural Language Descriptions: A Four-Level Model of Semantic Content
Lundgard A., Satyanarayan A · 2022
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Chartqa: A benchmark for question answering about charts with visual and logical reasoning
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