Towards natural language interfaces for data visualization: A survey

L Shen, E Shen, Y Luo, X Yang, X Hu… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary
input modality to direct manipulation for visual analytics can provide an engaging user …

Ai4vis: Survey on artificial intelligence approaches for data visualization

A Wu, Y Wang, X Shu, D Moritz, W Cui… - … on Visualization and …, 2021 - ieeexplore.ieee.org
Visualizations themselves have become a data format. Akin to other data formats such as
text and images, visualizations are increasingly created, stored, shared, and (re-) used with …

Dashboard design patterns

B Bach, E Freeman, A Abdul-Rahman… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
This paper introduces design patterns for dashboards to inform dashboard design
processes. Despite a growing number of public examples, case studies, and general …

Accessible visualization via natural language descriptions: A four-level model of semantic content

A Lundgard, A Satyanarayan - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Natural language descriptions sometimes accompany visualizations to better communicate
and contextualize their insights, and to improve their accessibility for readers with …

Where are we so far? understanding data storytelling tools from the perspective of human-ai collaboration

H Li, Y Wang, H Qu - Proceedings of the 2024 CHI Conference on …, 2024 - dl.acm.org
Data storytelling is powerful for communicating data insights, but it requires diverse skills
and considerable effort from human creators. Recent research has widely explored the …

Calliope: Automatic visual data story generation from a spreadsheet

D Shi, X Xu, F Sun, Y Shi, N Cao - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Visual data stories shown in the form of narrative visualizations such as a poster or a data
video, are frequently used in data-oriented storytelling to facilitate the understanding and …

How does automation shape the process of narrative visualization: A survey of tools

Q Chen, S Cao, J Wang, N Cao - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In recent years, narrative visualization has gained much attention. Researchers have
proposed different design spaces for various narrative visualization genres and scenarios to …

Chart-to-text: Generating natural language descriptions for charts by adapting the transformer model

J Obeid, E Hoque - arxiv preprint arxiv:2010.09142, 2020 - arxiv.org
Information visualizations such as bar charts and line charts are very popular for exploring
data and communicating insights. Interpreting and making sense of such visualizations can …

Leva: Using large language models to enhance visual analytics

Y Zhao, Y Zhang, Y Zhang, X Zhao… - IEEE transactions on …, 2024 - ieeexplore.ieee.org
Visual analytics supports data analysis tasks within complex domain problems. However,
due to the richness of data types, visual designs, and interaction designs, users need to …

Inksight: Leveraging sketch interaction for documenting chart findings in computational notebooks

Y Lin, H Li, L Yang, A Wu, H Qu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Computational notebooks have become increasingly popular for exploratory data analysis
due to their ability to support data exploration and explanation within a single document …