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Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary input modality to direct manipulation for visual analytics can provide an engaging user experience.
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Touch2Annotate: Generating better annotations with less human effort on multi-touch interfaces
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Evaluating a tool for improving accessibility to charts and graphs
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Narrative visualization: Telling stories with data
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Articulate: A Semi-automated Model for Translating Natural Language Queries into Meaningful Visualizations
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D3: Data-Driven Documents
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Wrangler: Interactive visual specification of data transformation scripts
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Natural language Interface for Database: A Brief review
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ReVision: Automated classification, analysis and redesign of chart images
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SODA: Generating SQL for business users
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Summarizing Information Graphics Textually
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Profiler: Integrated statistical analysis and visualization for data quality assessment
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Beyond Mouse and Keyboard: Expanding Design Considerations for Information Visualization Interactions
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Understanding the verbal language and structure of end-user descriptions of data visualizations
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CoNLL-2012 Shared Task: Modeling Multilingual Unrestricted Coreference in OntoNotes
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A Multi-Level Typology of Abstract Visualization Tasks
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Efficient estimation of word representations in vector space
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Augmenting Visualization with Natural Language Translation of Interaction: A Usability Study
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User-adaptive information visualization - Using eye gaze data to infer visualization tasks and user cognitive abilities
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Small multiples, large singles: A new approach for visual data exploration
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VisIRR: Visual analytics for information retrieval and recommendation with large-scale document data
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NewsViews: An automated pipeline for creating custom geovisualizations for news
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Generative Adversarial Nets
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The Stanford CoreNLP Natural Language Processing Toolkit
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Generating Summaries of Line Graphs
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SEEDB: Automatically generating query visualizations
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Automatic Extraction of Data from Bar Charts
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Neural machine translation by jointly learning to align and translate
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More Accurate Question Answering on Freebase
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Mixed-initiative visual analytics using task-driven recommendations
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Datatone: Managing ambiguity in natural language interfaces for data visualization
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Constructing models of user and task characteristics from eye gaze data for user-adaptive information highlighting
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Towards visualization recommendation-a semi-automated domain-specific learning approach
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Query2Question: Translating visualization interaction into natural language
M. Nafari and C. Weaver · 2015
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SINA: Semantic interpretation of user queries for question answering on interlinked data
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SEEDB: Efficient data-driven visualization recommendations to support visual analytics
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Combining user and database perspective for solving keyword queries over relational databases
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TimeLineCurator: Interactive Authoring of Visual Timelines from Unstructured Text
J. Fulda, M. Brehmel, and T. Munzner · 2016
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Incorporating Copying Mechanism in Sequence-to-Sequence Learning
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Deep Residual Learning for Image Recognition
K. He, X. Zhang, S. Ren, and J. Sun · 2016
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Towards a dialogue system that supports rich visualizations of data
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Understanding Natural Language Queries over Relational Databases
F. Li and H. V. Jagadish · 2016
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Commonsense Knowledge Enhanced Embeddings for Solving Pronoun Disambiguation Problems in Winograd Schema Challenge
Q. Liu, H. Jiang, Z.-H. Ling, and et al · 2016
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VizRec: Recommending personalized visualizations
B. Mutlu, E. Veas, and C. Trattner · 2016
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Task Cube: A three-dimensional conceptual space of user tasks in visualization design and evaluation
A. Rind, W. Aigner, M. Wagner, and et al · 2016
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ATHENA: An ontologydriven system for natural language querying over relational data stores
D. Saha, A. Floratou, K. Sankaranarayanan, and et al · 2016
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Reactive Vega: A Streaming Dataflow Architecture for Declarative Interactive Visualization
A. Satyanarayan, R. Russell, J. Hoffswell, and J. Heer · 2016
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Eviza: A natural language interface for visual analysis
V. Setlur, S. E. Battersby, M. Tory, and et al · 2016
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Towards a general-purpose query language for visualization recommendation
K. Wongsuphasawat, D. Moritz, A. Anand, and et al · 2016
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Voyager: Exploratory Analysis via Faceted Browsing of Visualization Recommendations
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A Conversational User Interface for Software Visualization
S. Bieliauskas and A. Schreiber · 2017
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Temporal Summary Images: An Approach to Narrative Visualization via Interactive Annotation Generation and Placement
C. Bryan, K. L. Ma, and J. Woodring · 2017
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Understanding Infographics through Textual and Visual Tag Prediction
Z. Bylinskii, S. Alsheikh, S. Madan, and et al · 2017
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Foresight: Recommending visual insights
Ç. Demiralp, P. J. Haas, S. Parthasarathy, and T. Pedapati · 2017
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Analyza: Exploring data with conversation
K. Dhamdhere, K. S. McCurley, R. Nahmias, and et al · 2017
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spacy 2: Natural language understanding with Bloom embeddings
M. Honnibal and I. Montani · 2017
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Learning a Neural Semantic Parser from User Feedback
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Understanding How People Use Natural Language to Ask for Recommendations
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Constructing and Evaluating Visualisation Task Classifications: Process and Considerations
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Nicky: Toward a Virtual Assistant for Test and Measurement Instrument Recommendations
R. Kincaid and G. Pollock · 2017
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End-to-end Neural Coreference Resolution
K. Lee, L. He, M. Lewis, and L. Zettlemoyer · 2017
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Ava: From data to insights through conversation
R. J. Leo John, N. Potti, and J. M. Patel · 2017
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Application of Hidden Markov Model in SQL Injection Detection
P. Li, L. Liu, J. Xu, and et al · 2017
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Alexa vs. Siri vs. Cortana vs. Google Assistant: A Comparison of Speech-Based Natural User Interfaces
G. López, L. Quesada, and L. A. Guerrero · 2017
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Survey of Surveys (SoS) ‐ Mapping The Landscape of Survey Papers in Information Visualization
L. McNabb and R. S. Laramee · 2017
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Reverse‐Engineering Visualizations: Recovering Visual Encodings from Chart Images
J. Poco and J. Heer · 2017
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ChartAccent: Annotation for data-driven storytelling
D. Ren, M. Brehmer, Bongshin Lee, and et al · 2017
Summarization of Graph Using Question Answer Approach
A. P. Deshpande and C. N. Mahender · 2020
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What is Interaction for Data Visualization?
E. Dimara and C. Perin · 2020
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Understanding tables with intermediate pre-training
J. Eisenschlos, S. Krichene, and T. Müller · 2020
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Words of Estimative Correlation: Studying Verbalizations of Scatterplots
R. Henkin and C. Turkay · 2020
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TaPas: Weakly Supervised Table Parsing via Pre-training
J. Herzig, P. K. Nowak, T. Müller, and et al · 2020
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VisuaLint: Sketchy In Situ Annotations of Chart Construction Errors
A. K. Hopkins, M. Correll, and A. Satyanarayan · 2020
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Vega-Lite: A Grammar of Interactive Graphics
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Natural Language Interfaces for Data Analysis with Visualization: Considering What Has and Could Be Asked
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Attention Is All You Need
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PathViewer: Visualizing Pathways through Student Data
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SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning
X. Xu, C. Liu, and D. Song · 2017
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SQLizer: query synthesis from natural language
N. Yaghmazadeh, Y. Wang, I. Dillig, and T. Dillig · 2017
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SpanBERT: Improving Pre-training by Representing and Predicting Spans
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Automatic Annotation Synchronizing with Textual Description for Visualization
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AutoCaption: An Approach to Generate Natural Language Description from Visualization Automatically
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ScatterNet: A Deep Subjective Similarity Model for Visual Analysis of Scatterplots
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Story Analysis Using Natural Language Processing and Interactive Dashboards
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AUDiaL: A Natural Language Interface to Make Statistical Charts Accessible to Blind Persons
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Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer Model
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Touch? Speech? or Touch and Speech? Investigating Multimodal Interaction for Visual Network Exploration and Analysis
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Sentifiers: Interpreting Vague Intent Modifiers in Visual Analysis using Word Co-occurrence and Sentiment Analysis
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ConVisQA: A Natural Language Interface for Visually Exploring Online Conversations
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STL-CQA: Structure-based Transformers with Localization and Encoding for Chart Question Answering
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Neural Data-Driven Captioning of Time-Series Line Charts
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InChorus: Designing Consistent Multimodal Interactions for Data Visualization on Tablet Devices
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How to ask what to say?: Strategies for evaluating natural language interfaces for data visualization
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DataShot: Automatic Generation of Fact Sheets from Tabular Data
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